{"id":"W7132880386","doi":"","title":"Effective teaching and adaptive instruction in core French: a case study of a grade 8 classroom in Ontario","year":2004,"lang":"","type":"dissertation","venue":"TSpace","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Focus group; Perception; Qualitative research; Adaptation (eye); Core (optical fiber); Participant observation; Teaching method","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002224644,0.0005047868,0.0009190755,0.0008331296,0.001052411,0.00007446872,0.0001859241,0.00050489,0.00003038658],"category_scores_gemma":[0.0004999408,0.0005379634,0.00007693614,0.001187871,0.0002048851,0.0003773165,0.0001241278,0.003020527,0.000001120475],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004298159,"about_ca_system_score_gemma":0.001506123,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.988591,"about_ca_topic_score_gemma":0.9988482,"domain_scores_codex":[0.9949394,0.002381126,0.000718474,0.0008763968,0.0006509789,0.0004336033],"domain_scores_gemma":[0.9981562,0.0005392393,0.0007598678,0.0002259758,0.0001882323,0.0001304384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002749422,0.001423833,0.1140971,0.0000525009,0.00004745465,0.0005447518,0.8726311,0.000270128,0.0001830314,0.0004442315,0.000002338827,0.01002862],"study_design_scores_gemma":[0.003481277,0.002160492,0.2401359,0.0009185857,0.00007802988,0.00003628643,0.7519689,0.0002458875,0.00001687361,0.0005890502,0.00002725873,0.0003414157],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924947,0.0002179114,0.00001651294,0.00004143543,0.0005780777,0.003313259,0.000003668001,0.00002360735,0.003310855],"genre_scores_gemma":[0.9985171,0.00002288375,0.0002373438,0.000006266056,0.00005875317,0.000131525,0.00002010613,0.00002685851,0.0009791934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1260389,"threshold_uncertainty_score":0.9997072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03524528160811895,"score_gpt":0.3713698908579245,"score_spread":0.3361246092498056,"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."}}