{"id":"W4244959384","doi":"10.1080/08975353.2014.939931","title":"Developing a Measure of Fidelity for an Ecological Approach to Family Therapy","year":2014,"lang":"en","type":"article","venue":"Journal of Family Psychotherapy","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Fidelity; Measure (data warehouse); Family therapy; Ecology; Psychology; Computer science; Biology; Psychotherapist; Data mining","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":[],"consensus_categories":[],"category_scores_codex":[0.001516784,0.000235011,0.0005445574,0.0001899697,0.0001106431,0.00003043059,0.0004646402,0.0001793454,0.00003611533],"category_scores_gemma":[0.0000188035,0.0001727415,0.0003147201,0.0002634639,0.00005307883,0.0001001629,0.000005083838,0.0002144778,0.000008537369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004812589,"about_ca_system_score_gemma":0.0001281268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007211682,"about_ca_topic_score_gemma":0.000002317501,"domain_scores_codex":[0.997833,0.000228108,0.0008779683,0.0003180539,0.0004100701,0.0003327585],"domain_scores_gemma":[0.9985484,0.0001048355,0.000452564,0.0002347238,0.0004517399,0.0002076707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.009743394,0.01360085,0.006273725,0.000127563,0.001079243,0.000002697947,0.01081494,0.0001376493,0.05573747,0.12025,0.08095238,0.7012801],"study_design_scores_gemma":[0.005052137,0.00199763,0.7637722,0.0001202821,0.00001361303,0.00001726127,0.0006334959,0.00001475839,0.0000888102,0.02235654,0.2055977,0.0003355684],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7435946,0.001153958,0.2391367,0.001843062,0.002623854,0.0006626025,0.00002694499,0.00002702323,0.01093122],"genre_scores_gemma":[0.9242574,0.0007820753,0.05103646,0.02180808,0.001738098,0.00003857067,0.00001190346,0.00005343183,0.0002739749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7574985,"threshold_uncertainty_score":0.7044195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1294832413975748,"score_gpt":0.3621952912029603,"score_spread":0.2327120498053855,"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."}}