{"id":"W2323532692","doi":"10.1177/0021886314545535","title":"Competing Paradigms","year":2014,"lang":"en","type":"article","venue":"The Journal of Applied Behavioral Science","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; McGill University Health Centre","funders":"","keywords":"Cognitive dissonance; Mental health; Empowerment; Psychology; Honor; Public relations; Sociology; Agency (philosophy); Ideology; Social psychology; Health care; Political science; Psychotherapist; Politics; Social science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.006603367,0.00008019213,0.0001577033,0.00007529033,0.001454375,0.000009286256,0.0006181407,0.00003312504,0.0001167595],"category_scores_gemma":[0.00001305202,0.00004426669,0.0000278908,0.0003171255,0.0002952944,0.0001070983,0.0001095379,0.0004924223,0.0001208485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001604064,"about_ca_system_score_gemma":0.0002634469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006987772,"about_ca_topic_score_gemma":0.0000179041,"domain_scores_codex":[0.9980215,0.0001518056,0.0005880633,0.0000861974,0.000686076,0.0004663452],"domain_scores_gemma":[0.9985767,0.0002283736,0.0006128933,0.0001967613,0.0001326413,0.0002526173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002269069,0.001624632,0.2904487,0.0007195973,0.00001738664,0.000009405135,0.1402177,0.0006136065,0.2076388,0.1048119,0.003919041,0.2477101],"study_design_scores_gemma":[0.01729084,0.01252137,0.345533,0.004941896,0.0007240812,0.0001401437,0.1985394,0.003841852,0.05592969,0.03743764,0.3205952,0.002504922],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979175,0.00001599257,0.0002290079,0.0002019618,0.0007745677,0.0002940083,0.000001039068,0.000009562975,0.01929882],"genre_scores_gemma":[0.9976582,0.00001026965,0.0007897575,0.001265915,0.0002223166,0.000005569274,7.88539e-7,0.000005289767,0.00004187671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3166762,"threshold_uncertainty_score":0.9998456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2412149798746832,"score_gpt":0.4641042493643098,"score_spread":0.2228892694896266,"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."}}