{"id":"W2302123786","doi":"10.14288/1.0076549","title":"Novice teachers and diverse learners","year":2011,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mathematics education; Pedagogy; Computer science; Psychology","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":[0.001398088,0.0002253491,0.000369457,0.0004430451,0.008644571,0.006423661,0.0008153897,0.001463757,0.02871152],"category_scores_gemma":[0.003335965,0.0002288924,0.0001713945,0.0007095984,0.003696267,0.002772857,0.00594667,0.003913384,0.002485378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002031907,"about_ca_system_score_gemma":0.004776008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01191956,"about_ca_topic_score_gemma":0.04662775,"domain_scores_codex":[0.9989191,0.0004771747,0.00003338762,0.00009861369,0.0002285033,0.0002432342],"domain_scores_gemma":[0.997435,0.0005699694,0.0001500646,0.0001180099,0.0002463884,0.001480599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007782862,0.0005793362,0.01815648,0.0006343883,0.00001171699,0.0024108,0.2102632,0.00007768742,0.0007961749,0.02919711,0.5316844,0.2061108],"study_design_scores_gemma":[0.00001382489,0.0001199497,0.02039715,0.0006570286,0.000005083187,0.001227134,0.2321094,0.00003254641,0.0001481889,0.003162387,0.7421052,0.00002206735],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1960806,0.04853131,0.001058731,0.1639401,0.01406618,0.0003070311,0.0001830417,0.0001021347,0.5757309],"genre_scores_gemma":[0.6065406,0.03412732,0.0005997148,0.02603055,0.003804069,0.000230928,0.0002101561,0.0001006189,0.328356],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02871152,"threshold_uncertainty_score":0.09604961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07083775926053598,"score_gpt":0.2592477079836353,"score_spread":0.1884099487230994,"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."}}