{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002011324,0.0009869223,0.0005516954,0.0006065842,0.005304418,0.005095308,0.001015268,0.004405311,0.09725129],"category_scores_gemma":[0.01225459,0.0003559921,0.0006992958,0.0003464317,0.003393382,0.007131071,0.006202603,0.007352126,0.04895606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002260431,"about_ca_system_score_gemma":0.002967488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002071264,"about_ca_topic_score_gemma":0.005401297,"domain_scores_codex":[0.9964077,0.001851036,0.0001101523,0.0003801224,0.0006181415,0.0006328664],"domain_scores_gemma":[0.9920396,0.0006629329,0.000467975,0.0002553071,0.0007825126,0.005791746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003861827,0.0002080308,0.0009198447,0.0002319656,0.00001430317,0.0003703894,0.00866107,0.00002481616,0.000298324,0.006824215,0.8947493,0.08765908],"study_design_scores_gemma":[0.00002718741,0.0001173152,0.0009987114,0.0004788515,0.000006538432,0.0007816142,0.01992093,0.00002294734,0.00009389344,0.004663656,0.9728594,0.00002883063],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01397962,0.02723231,0.005036958,0.6254504,0.07946644,0.0003626746,0.0005380561,0.001461078,0.2464725],"genre_scores_gemma":[0.126757,0.02537994,0.009134951,0.4260874,0.01777598,0.001076271,0.000888198,0.0008027281,0.3920975],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09725129,"threshold_uncertainty_score":0.325338,"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."}}