{"id":"W1996256561","doi":"10.7202/1020827ar","title":"Quantitative Methods in Participatory Research","year":2013,"lang":"en","type":"article","venue":"Nouvelles pratiques sociales","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"General partnership; Feeling; Participatory action research; Denial; Qualitative research; Reputation; Citizen journalism; Harm; Engineering ethics; Public relations; Sociology; Management science; Psychology; Political science; Social psychology; Engineering; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.3054101,0.00230877,0.003024461,0.009005084,0.005411435,0.01158276,0.004413632,0.00544509,0.01971224],"category_scores_gemma":[0.2689902,0.001302228,0.002013589,0.01090542,0.02868529,0.009471091,0.01239559,0.008266929,0.004227398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007419009,"about_ca_system_score_gemma":0.02071552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002841927,"about_ca_topic_score_gemma":0.0025139,"domain_scores_codex":[0.4936526,0.4664703,0.01202965,0.01123671,0.01516028,0.001450436],"domain_scores_gemma":[0.4896271,0.4444936,0.01174469,0.03643797,0.01575784,0.001938844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001374689,0.0001605784,0.0009877245,0.009341881,0.0002238046,0.0002632973,0.02616682,0.001520899,0.0006295579,0.7847295,0.01648779,0.1593505],"study_design_scores_gemma":[0.0001564241,0.000234378,0.0008972439,0.009809664,0.00009256331,0.0003440942,0.01077877,0.001781939,0.0007634938,0.6450744,0.3299454,0.0001215277],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003015893,0.02370577,0.8444556,0.0269181,0.006300121,0.01575727,0.001298551,0.0006036237,0.07794516],"genre_scores_gemma":[0.0582772,0.01116014,0.8670732,0.008053239,0.001840389,0.04590473,0.0006055363,0.0004670795,0.006618534],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3054101,"threshold_uncertainty_score":0.856553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9425865707261576,"score_gpt":0.8082657078754885,"score_spread":0.1343208628506691,"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."}}