{"id":"W2578362172","doi":"10.1007/s10857-017-9363-5","title":"Attending to mathematics teacher thinking","year":2017,"lang":"en","type":"article","venue":"Journal of Mathematics Teacher Education","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Philosophy of education; Mathematics education; Pedagogy; Psychology; Higher education; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001412782,0.0002683751,0.0002790632,0.000725936,0.003539667,0.00305531,0.0007898543,0.001050753,0.01772604],"category_scores_gemma":[0.01507747,0.0003622328,0.0004007572,0.0002807019,0.0008826357,0.0009562438,0.001886115,0.002795937,0.00155446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001894013,"about_ca_system_score_gemma":0.003306934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00258897,"about_ca_topic_score_gemma":0.01003023,"domain_scores_codex":[0.9981282,0.0006090177,0.00007377091,0.0001914344,0.0005244371,0.0004731027],"domain_scores_gemma":[0.9891384,0.002338104,0.002170226,0.0005917806,0.00152337,0.004238136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008736439,0.008310011,0.4835082,0.0006442239,0.0001712633,0.005265226,0.2070128,0.0003202458,0.03208604,0.01022656,0.03905769,0.2125241],"study_design_scores_gemma":[0.0002037425,0.001585586,0.5887668,0.0004863694,0.00023514,0.006239539,0.2213202,0.0004401263,0.007031635,0.01056253,0.1629902,0.0001380529],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9379062,0.0003937476,0.0005629309,0.003073014,0.0004197815,0.00008085433,0.0000482441,0.00006694837,0.0574482],"genre_scores_gemma":[0.9700382,0.0004222052,0.001024025,0.00158894,0.0001478561,0.00004322762,0.00007954591,0.00003211102,0.02662396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01772604,"threshold_uncertainty_score":0.05929947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0640678522413955,"score_gpt":0.4192459339190795,"score_spread":0.355178081677684,"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."}}