{"id":"W2000760883","doi":"10.1177/003172170909000516","title":"20 Minutes to Change a Life?","year":2009,"lang":"en","type":"article","venue":"Phi Delta Kappan","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conversation; Psychology; Class (philosophy); Mathematics education; Pedagogy; Sociology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002776897,0.00007902683,0.0001053073,0.00006924034,0.0002396309,0.00005448949,0.0001961402,0.00004356939,0.0002626968],"category_scores_gemma":[0.0002972714,0.00007701478,0.00004010258,0.0003210166,0.00006598367,0.0001167814,0.00001346774,0.00007474763,0.0003477875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004416698,"about_ca_system_score_gemma":0.00006992141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007329415,"about_ca_topic_score_gemma":0.002956805,"domain_scores_codex":[0.9991593,0.00007840465,0.00009700994,0.0001661661,0.0002036946,0.0002953913],"domain_scores_gemma":[0.9995062,0.00004649361,0.00002813962,0.0001222588,0.00005334045,0.0002435566],"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":[0.000008023044,0.000135861,0.005765394,0.000003795357,0.00001390808,0.000001093718,0.7737523,4.475519e-7,0.0000317839,0.005896636,0.1626746,0.0517162],"study_design_scores_gemma":[0.0001015972,0.00004255524,0.03722808,0.00001097881,0.000009550177,1.640184e-7,0.1050698,0.00000228101,0.00001688444,0.000740925,0.8566247,0.0001524751],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07601342,0.001540749,0.00004045689,0.894101,0.0004732994,0.0003721763,0.000005407049,0.0002043412,0.0272491],"genre_scores_gemma":[0.9795769,0.00003773172,0.0002834676,0.01567124,0.001386849,0.00003818169,0.000003128516,0.000004993331,0.002997504],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9035635,"threshold_uncertainty_score":0.447022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2789999975401497,"score_gpt":0.4161826969615323,"score_spread":0.1371826994213826,"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."}}