{"id":"W4290981844","doi":"","title":"Developing a disruptive pedagogy theoretical lens for studying the practices of mathematics teacher educators","year":2022,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Mathematics education; Lens (geology); Through-the-lens metering; Computer science; Pedagogy; Sociology; Psychology; Physics; Optics","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":[0.007218288,0.001065729,0.0007085517,0.004097586,0.007364685,0.01500187,0.002525342,0.003134927,0.005414449],"category_scores_gemma":[0.01046157,0.0006042364,0.0006251361,0.002194018,0.02944427,0.01138179,0.008237855,0.006803078,0.0009596705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01084343,"about_ca_system_score_gemma":0.009478592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005631544,"about_ca_topic_score_gemma":0.006873146,"domain_scores_codex":[0.992686,0.005347558,0.0001910578,0.0005786802,0.0008006142,0.0003958882],"domain_scores_gemma":[0.9830365,0.01155938,0.001278697,0.001422285,0.001543347,0.001159814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001056233,0.00005824458,0.001149639,0.00008956769,0.000003949203,0.0001186692,0.07480633,0.0001991464,0.0005910896,0.9140556,0.0006632259,0.008253905],"study_design_scores_gemma":[0.00004250203,0.0001002034,0.002502724,0.000621277,0.000020539,0.0005287701,0.2137254,0.003131367,0.002550814,0.6146317,0.1621086,0.0000360741],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1400275,0.003996171,0.5394245,0.05640233,0.001075724,0.0005171241,0.0001673935,0.0003196476,0.2580697],"genre_scores_gemma":[0.8905123,0.001575999,0.08844186,0.001514547,0.0002302072,0.0007687336,0.00006294246,0.0001597416,0.01673353],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01500187,"threshold_uncertainty_score":0.07867491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08077170995583091,"score_gpt":0.4002512995554756,"score_spread":0.3194795895996446,"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."}}