{"id":"W2892239266","doi":"10.1002/jcop.22128","title":"Social and community program approaches to participants: Exploring best practices","year":2018,"lang":"en","type":"article","venue":"Journal of Community Psychology","topic":"Community Health and Development","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Best practice; Thematic analysis; Openness to experience; Psychology; Focus group; Reciprocity (cultural anthropology); Medical education; Public relations; Applied psychology; Qualitative research; Social psychology; Medicine; Political science; Sociology; Business; Marketing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01149557,0.0002009827,0.0005656772,0.0003196936,0.006804468,0.00003062806,0.0009132117,0.0002367649,0.0001003921],"category_scores_gemma":[0.00281601,0.0001781587,0.00006439695,0.0004020776,0.0003992152,0.0003920225,0.0007360014,0.007400536,0.00010849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000135955,"about_ca_system_score_gemma":0.0003583221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001419206,"about_ca_topic_score_gemma":0.004913085,"domain_scores_codex":[0.9824236,0.01536099,0.001125584,0.00008088256,0.0002581592,0.0007507936],"domain_scores_gemma":[0.9936357,0.003131703,0.001479896,0.0007269236,0.0005169374,0.0005087983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002181575,0.005797604,0.07101818,0.0005578985,0.0002419859,0.000008697982,0.6025303,5.491024e-7,0.0001727084,0.001160544,0.02444791,0.2918821],"study_design_scores_gemma":[0.002305271,0.005654926,0.3809566,0.0002991421,0.00007518942,0.00007814317,0.1681419,0.000005299183,0.00002057999,0.003762312,0.438437,0.0002635925],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9557852,0.0001071643,0.0001309638,0.02598218,0.0007984688,0.0006379387,0.000002932406,0.00005040397,0.01650479],"genre_scores_gemma":[0.9863556,0.0001601987,0.004942236,0.007629065,0.0006347866,0.0001457746,0.000003720791,0.00002581985,0.0001028106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4343884,"threshold_uncertainty_score":0.9948894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9232814373590906,"score_gpt":0.6470269677844253,"score_spread":0.2762544695746654,"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."}}