{"id":"W1568130668","doi":"10.26522/brocked.v19i1.122","title":"Frank McCourt’s Teacher Man: A Novel Approach to Teacher Learning and Professional Development","year":2009,"lang":"en","type":"article","venue":"Brock Education Journal","topic":"Digital Storytelling and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Psychology; Class (philosophy); Pedagogy; Mathematics education; Professional development; Reading (process); Computer science; Linguistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005120754,0.0001765606,0.0001758107,0.0002156641,0.001484025,0.00007178522,0.000139047,0.0001331457,0.0003594996],"category_scores_gemma":[0.000343324,0.0001520167,0.000031565,0.0001865003,0.00001441768,0.000251097,0.00003272363,0.001154518,0.0002363255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003303654,"about_ca_system_score_gemma":0.002273275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000831438,"about_ca_topic_score_gemma":0.000001610967,"domain_scores_codex":[0.9983088,0.0001652852,0.0005081039,0.0002642541,0.0003257421,0.0004278026],"domain_scores_gemma":[0.9987665,0.00005250007,0.0002538504,0.0001042692,0.0002703606,0.0005525563],"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":[0.0001147817,0.003702989,0.06086208,0.0001049129,0.0000466015,3.846386e-7,0.05870276,0.00009757446,0.001015735,0.0004630098,0.5956901,0.2791991],"study_design_scores_gemma":[0.0003644083,0.00005655537,0.2525182,0.0002885461,0.0000123255,0.00006007508,0.01935901,0.00003804106,0.000009804442,0.0001754373,0.7268903,0.0002273693],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9079245,0.000598979,0.006960397,0.004593999,0.003801516,0.0006425118,7.30331e-7,0.0001024398,0.07537493],"genre_scores_gemma":[0.7055023,0.00002196795,0.01586167,0.002734156,0.001987878,0.00009687121,0.00002705255,0.0000298783,0.2737382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2789718,"threshold_uncertainty_score":0.9998159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04574754890879357,"score_gpt":0.3819791430209278,"score_spread":0.3362315941121343,"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."}}