{"id":"W2951928003","doi":"10.1109/respect46404.2019.8985691","title":"Standardizing Facilitator Development for Exploring Computer Science Professional Development","year":2019,"lang":"en","type":"article","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Learning Partnership","funders":"","keywords":"Facilitator; General partnership; Graduation (instrument); Professional development; Curriculum; Apprenticeship; Process (computing); Economic shortage; Consistency (knowledge bases); Medical education; Knowledge management; Pedagogy; Psychology; Computer science; Engineering; Medicine; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1791923,0.001416287,0.0008391169,0.003992502,0.004148879,0.005819303,0.006671433,0.002317953,0.01923402],"category_scores_gemma":[0.177929,0.00139478,0.001422274,0.001613199,0.003031878,0.007356157,0.02121305,0.004746808,0.008679821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005093907,"about_ca_system_score_gemma":0.03469786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002064917,"about_ca_topic_score_gemma":0.006276073,"domain_scores_codex":[0.8679758,0.096549,0.00812328,0.008417291,0.01480897,0.004125749],"domain_scores_gemma":[0.7935823,0.08835971,0.00927787,0.04292649,0.04766629,0.01818748],"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":[0.0006216143,0.002923164,0.01148554,0.005035994,0.0001179088,0.0007796564,0.08921942,0.002351042,0.02617066,0.03482861,0.03693881,0.7895277],"study_design_scores_gemma":[0.0008665605,0.002731544,0.007818601,0.005433433,0.0001802406,0.001177998,0.02804219,0.006317378,0.03907659,0.02951532,0.8784766,0.0003635476],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05312044,0.0009951347,0.8539557,0.01046505,0.001916039,0.02472972,0.0005148376,0.006759811,0.04754331],"genre_scores_gemma":[0.06198639,0.0004851136,0.8997439,0.001421619,0.0001163356,0.01963393,0.0004363827,0.001120798,0.01505553],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1791923,"threshold_uncertainty_score":0.9476706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05431141501193958,"score_gpt":0.2888500487096914,"score_spread":0.2345386336977519,"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."}}