{"id":"W1580478482","doi":"10.26522/brocked.v20i1.143","title":"From Talk to Experience: Transforming the Preservice Physics Methods Course","year":2010,"lang":"en","type":"article","venue":"Brock Education Journal","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University; Queen's University","funders":"American Educational Research Association","keywords":"Practicum; Cognitive reframing; Teacher education; Context (archaeology); Curriculum; Pedagogy; Mathematics education; Teaching method; Course (navigation); Psychology; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01361866,0.0006076049,0.0004708174,0.001748771,0.01007841,0.01226988,0.001779291,0.002081245,0.002778332],"category_scores_gemma":[0.02466735,0.0007121846,0.0005226217,0.0006572345,0.008128164,0.006237658,0.01206651,0.004644781,0.0009115231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002925853,"about_ca_system_score_gemma":0.005146987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001145535,"about_ca_topic_score_gemma":0.002900312,"domain_scores_codex":[0.9863498,0.009441363,0.0002491376,0.001002074,0.001631568,0.00132603],"domain_scores_gemma":[0.9851295,0.008111734,0.0009814098,0.001109377,0.001222839,0.003445173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005411795,0.0007902602,0.006016301,0.00008863438,0.00000684253,0.0007459469,0.9346485,0.0001067432,0.003424955,0.003632033,0.001512839,0.04897286],"study_design_scores_gemma":[0.00002738305,0.0004225963,0.005433235,0.0001476601,0.00001263772,0.0006627018,0.9332654,0.0002992413,0.002791185,0.001846262,0.05505618,0.00003550934],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.96912,0.0002741416,0.01074133,0.002990216,0.0002287919,0.0002346582,0.00002085139,0.000155682,0.0162344],"genre_scores_gemma":[0.9852018,0.0002517216,0.00585373,0.0006057904,0.00006014622,0.0002067165,0.00003464014,0.0001184524,0.007667078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01361866,"threshold_uncertainty_score":0.07202321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06160450904519584,"score_gpt":0.4956494801733792,"score_spread":0.4340449711281834,"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."}}