{"id":"W2155982399","doi":"10.1177/1049732306292100","title":"Developing a Comprehensive Understanding of the Working Alliance in Community Mental Health","year":2006,"lang":"en","type":"article","venue":"Qualitative Health Research","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; University of Toronto","funders":"","keywords":"Alliance; Mental health; Psychology; Sociology; Public relations; Political science; Psychiatry","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":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01897475,0.0007450386,0.001081992,0.004798791,0.01002852,0.0159675,0.003227664,0.008407883,0.001819959],"category_scores_gemma":[0.01875592,0.0007747155,0.0008036458,0.005151056,0.03226733,0.03505602,0.00928239,0.009017535,0.000247476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00918252,"about_ca_system_score_gemma":0.02089308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009075431,"about_ca_topic_score_gemma":0.008242461,"domain_scores_codex":[0.9821936,0.01440312,0.0008134733,0.0005116879,0.001078064,0.001000016],"domain_scores_gemma":[0.9761205,0.0189285,0.002120698,0.0005817965,0.0009041738,0.001344358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001736562,0.00009210678,0.001924385,0.001065868,0.00001903306,0.0009531761,0.5197294,0.0005272353,0.0002011572,0.4376725,0.002682817,0.03511505],"study_design_scores_gemma":[0.00002303122,0.00009171392,0.003817708,0.005291258,0.00002064556,0.001755676,0.5566107,0.0008887799,0.0001680282,0.3286985,0.1025796,0.0000543216],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.2409709,0.1742071,0.1175422,0.22911,0.001709894,0.001351756,0.0001220371,0.0001619317,0.2348242],"genre_scores_gemma":[0.9043596,0.05037796,0.03158693,0.008402861,0.0002952621,0.00117879,0.00007884383,0.00003291088,0.003686803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01897475,"threshold_uncertainty_score":0.1003492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9256988117703595,"score_gpt":0.6835131057729846,"score_spread":0.2421857059973749,"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."}}