{"id":"W2291960952","doi":"10.11575/prism/10429","title":"Preparing prospective teachers at the University of Calgary","year":2013,"lang":"en","type":"article","venue":"PRISM (University of Calgary)","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bachelor; Mathematics education; Field (mathematics); Pedagogy; Higher education; Discipline; Term (time); Medical education; Psychology; Sociology; Political science; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002105787,0.0003851,0.0003331936,0.0008474067,0.008903462,0.003660977,0.001769135,0.001023214,0.008986813],"category_scores_gemma":[0.002517258,0.001009227,0.0001926745,0.0006886064,0.001105976,0.0008887816,0.003522327,0.002449353,0.002650203],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00796151,"about_ca_system_score_gemma":0.0292499,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07801814,"about_ca_topic_score_gemma":0.3724737,"domain_scores_codex":[0.9987454,0.0002442276,0.00004121349,0.0001608772,0.0002091761,0.000599014],"domain_scores_gemma":[0.9956374,0.0001411974,0.0001612955,0.0001325775,0.0006600593,0.003267498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001189417,0.007206367,0.3766734,0.0007350987,0.00002903531,0.007131265,0.2169841,0.001399678,0.03502159,0.003110506,0.06484862,0.2856708],"study_design_scores_gemma":[0.0002242155,0.003440974,0.4689484,0.0003663019,0.00001860417,0.0006252339,0.3898276,0.0001626899,0.005931353,0.0004030054,0.1299723,0.00007922848],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816014,0.0005728898,0.000436118,0.001738221,0.0001837013,0.001091537,0.0003163647,0.00009884191,0.01396092],"genre_scores_gemma":[0.8917692,0.002113919,0.007673115,0.001505316,0.0001456953,0.0009258849,0.0007974117,0.00005373597,0.09501568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9920385,"threshold_uncertainty_score":0.155128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0314426767961096,"score_gpt":0.2588487829983188,"score_spread":0.2274061062022092,"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."}}