{"id":"W2530459873","doi":"","title":"IT TAKES A VILLAGE TO PREPARE A TEACHER CANDIDATE: B.ED. PROGRAM ENGAGEMENT STUDY","year":2016,"lang":"en","type":"article","venue":"","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Bachelor; Focus group; Perspective (graphical); Student engagement; Medical education; Action research; Pedagogy; Psychology; Mathematics education; Sociology; Computer science; Political science; Medicine; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003227207,0.0002677826,0.0003406858,0.0006714986,0.01439521,0.002803971,0.001149647,0.001367113,0.004941982],"category_scores_gemma":[0.004911261,0.0003754921,0.0002459281,0.0006737082,0.002244905,0.001243348,0.002803103,0.003964316,0.001102967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01282895,"about_ca_system_score_gemma":0.02196347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2806506,"about_ca_topic_score_gemma":0.6519457,"domain_scores_codex":[0.9975463,0.0008039386,0.00003610675,0.0002230002,0.0004004611,0.0009900918],"domain_scores_gemma":[0.9935775,0.0006370115,0.0002878078,0.0001484551,0.0008786928,0.004470484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0008965988,0.01316138,0.09110878,0.0004809874,0.00002765203,0.00295465,0.6432577,0.0005994216,0.006275548,0.004042775,0.04773219,0.1894624],"study_design_scores_gemma":[0.000115485,0.002267605,0.09385268,0.0001843932,0.00002727059,0.0002900198,0.7982724,0.0002923522,0.001894799,0.0003554974,0.1023774,0.00007003931],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9666326,0.0001437092,0.0005169199,0.005711895,0.0001212133,0.000589604,0.0002228174,0.00005453349,0.02600658],"genre_scores_gemma":[0.9650612,0.0003409143,0.001478086,0.003091873,0.00004774993,0.000417673,0.0001592629,0.00002979336,0.02937357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2806506,"threshold_uncertainty_score":0.5580341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05907204928912448,"score_gpt":0.4091973967566341,"score_spread":0.3501253474675097,"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."}}