{"id":"W7095426125","doi":"","title":"Effective Teachers in QuébecAttracting, Developing, and Retaining Effective Teachers in Québec","year":2003,"lang":"en","type":"article","venue":"","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pagination; Work (physics); Subject (documents)","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":[],"consensus_categories":[],"category_scores_codex":[0.004537108,0.0001950342,0.000291905,0.0002567772,0.0005645196,0.00008140645,0.0001308171,0.0001731492,0.00006831835],"category_scores_gemma":[0.005462611,0.0001832338,0.00003563331,0.0008094665,0.0002420795,0.0003839513,0.00005774722,0.0006098323,0.0000120152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002611016,"about_ca_system_score_gemma":0.0009925034,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4620475,"about_ca_topic_score_gemma":0.8467082,"domain_scores_codex":[0.9962938,0.002308663,0.0002576765,0.0004354546,0.0002573609,0.0004470075],"domain_scores_gemma":[0.9982753,0.001332342,0.0001089704,0.0001151126,0.00006149196,0.0001067839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001688765,0.00005534174,0.5907934,0.000005762222,0.00001148173,0.000008322993,0.3401022,0.00001405921,0.0002201133,0.007323211,0.0001389105,0.06131024],"study_design_scores_gemma":[0.00222301,0.0002529701,0.6384717,0.0003504506,0.00001835912,0.000003489997,0.2441959,0.00006275486,0.001373248,0.001595193,0.110609,0.0008439458],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8767587,0.0003988477,0.0002196157,0.001175024,0.00008821672,0.0007451517,3.649275e-7,0.00008431323,0.1205298],"genre_scores_gemma":[0.9975371,0.00003592671,0.000805037,0.0001792301,0.00003727494,0.00009589083,8.044047e-7,0.00001656657,0.001292157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3846607,"threshold_uncertainty_score":0.7472059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01488362005517222,"score_gpt":0.3226915196441815,"score_spread":0.3078078995890092,"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."}}