{"id":"W305516793","doi":"","title":"Problem-Based Learning in Teacher Education: Constructing Knowledge of Exceptionality.","year":2004,"lang":"en","type":"article","venue":"Exceptionality education Canada","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Mathematics education; Pedagogy; Psychology; Teacher education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001099712,0.0001243449,0.0001648523,0.0001413898,0.0003175635,0.00004175815,0.0001998477,0.00008899487,0.002232407],"category_scores_gemma":[0.000671741,0.0001502232,0.00004750804,0.0006142588,0.0002744796,0.0001574558,0.00001682216,0.0002646616,0.00002294443],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002374967,"about_ca_system_score_gemma":0.078257,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5509353,"about_ca_topic_score_gemma":0.6764233,"domain_scores_codex":[0.9981022,0.0003288242,0.0005018025,0.0002788305,0.000523465,0.0002648299],"domain_scores_gemma":[0.9986981,0.0001650284,0.0001687664,0.0001413347,0.000631234,0.0001955236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009491289,0.002035393,0.3308417,0.0001578047,0.00001232589,2.156093e-7,0.01564792,0.0005117282,0.00006555813,0.5857479,0.007487189,0.05748279],"study_design_scores_gemma":[0.0004752031,0.00001456328,0.2925364,0.0003746167,0.00001230064,0.000002526523,0.05024249,0.00000326753,0.00008924805,0.08189978,0.5739377,0.0004119132],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8267797,0.0003671729,0.0005849964,0.05135065,0.00274278,0.0006154247,0.000008598337,0.00008001975,0.1174706],"genre_scores_gemma":[0.9823754,0.000009269374,0.008970475,0.001161636,0.0006091231,0.0001012526,0.0001074302,0.00001051274,0.006654862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5664505,"threshold_uncertainty_score":0.9986797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02108721617557352,"score_gpt":0.3331321297985531,"score_spread":0.3120449136229796,"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."}}