{"id":"W4415550742","doi":"10.1093/scipol/scaf061","title":"Participatory research in Canada (2013-2018): a cross-sectional survey of academic researchers","year":2025,"lang":"en","type":"article","venue":"Science and Public Policy","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Community Based Research; Community Based Research Centre; Public Health Ontario; Wilfrid Laurier University; McGill University; University of Victoria; University of Calgary","funders":"Social Sciences and Humanities Research Council; Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research","keywords":"Participatory action research; Citizen journalism; Indigenous; Community-based participatory research; Survey research; Research design; Postgraduate research; Survey data collection","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"methods","study_design":"observational","genre":"empirical","about_ca_system":true,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"methods","study_design":"observational","genre":"empirical","about_ca_system":true,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02452505,0.00006833902,0.0001385168,0.001064376,0.001156222,0.00001876125,0.0004703433,0.00009419493,0.00007049012],"category_scores_gemma":[0.002506577,0.00005941667,0.000007846705,0.004275394,0.001050228,0.0002682843,0.0003685958,0.0009530344,0.00001535254],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002998263,"about_ca_system_score_gemma":0.09453591,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9915147,"about_ca_topic_score_gemma":0.9608864,"domain_scores_codex":[0.9951339,0.001267131,0.0005810621,0.0003253615,0.001285529,0.001407007],"domain_scores_gemma":[0.9970782,0.001219372,0.00008779475,0.0002544667,0.0008379364,0.0005222372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003522802,0.00001916431,0.9885496,0.0002333787,0.000001379809,3.256812e-7,0.0003792171,0.000001115521,0.00003202876,0.005916626,0.00311642,0.001715541],"study_design_scores_gemma":[0.0003272175,0.0000381535,0.9895301,0.0001094941,1.687605e-7,8.967025e-8,0.0009998372,0.0002269699,0.00002404274,0.001352452,0.007348231,0.00004326524],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867913,0.0002798684,0.000001083524,0.002901906,0.0004027145,0.0005029079,0.00007846548,0.000005118724,0.009036649],"genre_scores_gemma":[0.9967977,0.0001775058,0.000005140701,0.001959254,0.00005177137,0.0001187029,0.00001405217,0.000003225221,0.0008725786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09153765,"threshold_uncertainty_score":0.9105972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8109409913858784,"score_gpt":0.6387899958692435,"score_spread":0.1721509955166349,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}