{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009513956,0.00008370854,0.00008188099,0.00004250178,0.001913025,0.0004443789,0.0007708842,0.00006371469,0.003406452],"category_scores_gemma":[0.0008516955,0.00006297487,0.0000599477,0.0005077796,0.0001363493,0.0005713758,0.00001808485,0.0004765458,0.00007767811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004733603,"about_ca_system_score_gemma":0.003304807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002238562,"about_ca_topic_score_gemma":0.001915611,"domain_scores_codex":[0.99854,0.0003648655,0.0002099164,0.0001650554,0.000441804,0.0002784039],"domain_scores_gemma":[0.9984751,0.0003283112,0.0001175035,0.0002229342,0.0003592898,0.0004968153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007092522,0.0002082499,0.002164569,0.000001408,0.000008453298,1.747306e-7,0.5753898,0.00001779419,0.01476513,0.00455917,0.03718341,0.3656947],"study_design_scores_gemma":[0.00004671824,0.000007631594,0.006083278,0.000008345101,0.000009243246,0.00001001161,0.2892305,0.00001338974,0.001291499,0.007130802,0.696076,0.00009262279],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9060017,0.0001315286,0.01653306,0.04741779,0.01560508,0.0002874928,0.000002656759,0.00003345648,0.01398722],"genre_scores_gemma":[0.9488692,0.00005049214,0.02536412,0.00514214,0.01141705,0.000072385,0.000002866491,0.00001293787,0.009068829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6588926,"threshold_uncertainty_score":0.9993864,"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."}}