{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002545616,0.0001201996,0.0001522627,0.0003871012,0.003549508,0.002262667,0.0005661772,0.0005938669,0.003018533],"category_scores_gemma":[0.004750995,0.0001606423,0.00007766695,0.0004450757,0.001532073,0.001269988,0.00266495,0.001016966,0.0004318826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002105681,"about_ca_system_score_gemma":0.00535226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002947035,"about_ca_topic_score_gemma":0.01264897,"domain_scores_codex":[0.998053,0.00105756,0.00004374163,0.0001424112,0.0002600597,0.0004432811],"domain_scores_gemma":[0.9959614,0.001089654,0.0004610081,0.0002313926,0.0002578721,0.001998648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001288501,0.001106357,0.06583758,0.0003698003,0.000004031681,0.001384328,0.7102307,0.0001577011,0.005463343,0.005955374,0.01186486,0.197497],"study_design_scores_gemma":[0.00003044215,0.0005340433,0.07161129,0.0001798654,0.0000050356,0.001432603,0.7900719,0.0001987754,0.003067114,0.001085793,0.1317635,0.00001958398],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9732779,0.000369033,0.001861988,0.004069036,0.00005268099,0.0001272655,0.00004789683,0.00004310656,0.02015107],"genre_scores_gemma":[0.9901363,0.0002435199,0.001671137,0.0002955865,0.00001994879,0.00008686622,0.00003094281,0.00001445704,0.007501275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003549508,"threshold_uncertainty_score":0.01527786,"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."}}