{"id":"W2186709863","doi":"10.36510/learnland.v2i2.306","title":"The Master Teacher Program: Professional Development for College Teachers","year":2009,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Professional development; Mathematics education; Psychology; Qualitative research; Pedagogy; Faculty development; Period (music); Teacher education; Process (computing); Medical education; Sociology; Computer science; Medicine","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.003870688,0.00009656797,0.00009420401,0.00003531931,0.002689883,0.0001839713,0.0002607127,0.00008774327,0.0001224757],"category_scores_gemma":[0.001710505,0.00006433418,0.00004897372,0.0001067045,0.00004371061,0.000214124,0.00002137549,0.000339187,0.00004874463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000934602,"about_ca_system_score_gemma":0.0002995684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002578865,"about_ca_topic_score_gemma":0.0005134961,"domain_scores_codex":[0.9981952,0.0006137904,0.0001899597,0.0001845424,0.0004780044,0.0003385365],"domain_scores_gemma":[0.9989052,0.0006774165,0.0001707825,0.00008614077,0.00008910812,0.00007134458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001712513,0.0003450065,0.04377136,0.000008949228,0.00006965198,0.000001394596,0.09037447,0.0001640592,0.00004574679,0.01410463,0.04043638,0.8105071],"study_design_scores_gemma":[0.0002860897,0.0001069008,0.01876632,0.00002062665,0.0000116985,4.117634e-7,0.009904625,0.0003282892,0.00001150959,0.0003808256,0.970071,0.0001116563],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7756273,0.0005312369,0.0002920927,0.1395988,0.00124408,0.002381957,0.000001488014,0.0008702441,0.07945277],"genre_scores_gemma":[0.8041294,0.00001103327,0.007016095,0.0002047648,0.0003326337,0.0001702379,0.000009877397,0.00001197488,0.188114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9296347,"threshold_uncertainty_score":0.9986085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07241047035755294,"score_gpt":0.4067753067665585,"score_spread":0.3343648364090056,"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."}}