{"id":"W2142451525","doi":"10.29173/cmplct8724","title":"Classrooms Can Use Therapy Too","year":2005,"lang":"en","type":"article","venue":"Complicity An International Journal of Complexity and Education","topic":"Counseling, Therapy, and Family Dynamics","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Objectivism; Family therapy; Determinism; Epistemology; Psychology; Coherence (philosophical gambling strategy); Control (management); Pedagogy; Computer science; Psychotherapist; Philosophy; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003038302,0.0001308311,0.000180649,0.0002034473,0.0001160825,0.0001809696,0.0004102185,0.00007379585,0.0004232907],"category_scores_gemma":[0.0000243485,0.0001260715,0.0000863886,0.00006958076,0.0001399358,0.0005294236,0.00001969062,0.0002534156,0.00001214489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001203257,"about_ca_system_score_gemma":0.0001340035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004187302,"about_ca_topic_score_gemma":0.0002420053,"domain_scores_codex":[0.9988745,0.000115551,0.0004175115,0.000160923,0.0002825668,0.0001489087],"domain_scores_gemma":[0.9985656,0.00009427593,0.0003380415,0.0001864667,0.0006754706,0.0001401274],"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":[0.001644558,0.004561106,0.0788859,0.000008169012,0.0006109881,0.000006664064,0.05742,0.0002258618,0.001610878,0.3042388,0.01439721,0.5363899],"study_design_scores_gemma":[0.001589012,0.0004324293,0.7340689,0.00004003367,0.00002151724,0.0004371169,0.00618712,0.0007888979,0.00001842666,0.02695674,0.2291525,0.0003072796],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888313,0.0003209172,0.004992814,0.002521394,0.002253916,0.00009056718,0.00002506969,0.00001872797,0.0009452716],"genre_scores_gemma":[0.9888891,0.000680257,0.003968767,0.004114904,0.001544306,0.00000374247,0.00004717241,0.00001329811,0.0007384768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.655183,"threshold_uncertainty_score":0.5141045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1059627417553834,"score_gpt":0.3799280110854037,"score_spread":0.2739652693300203,"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."}}