{"id":"W2166249030","doi":"10.3138/cmlr.65.5.703","title":"Assessing AIM: A Study of Grade 8 Students in an Ontario School Board","year":2009,"lang":"en","type":"article","venue":"Canadian Modern Language Review/ La Revue canadienne des langues vivantes","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perception; Psychology; Sample (material); Test (biology); Mathematics education; Medical education; French; Language proficiency; Pedagogy; AP French Language; Language education; Medicine; Humanities","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001478167,0.0004618052,0.0006545241,0.001320164,0.003604964,0.001444227,0.000964906,0.0005213335,0.002240337],"category_scores_gemma":[0.003287827,0.0006431377,0.0003091331,0.001386796,0.001170079,0.0005447182,0.001230262,0.0005885238,0.0006340554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00696815,"about_ca_system_score_gemma":0.008627216,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5185591,"about_ca_topic_score_gemma":0.8353207,"domain_scores_codex":[0.9988527,0.0002148184,0.00005527636,0.0001743978,0.0003678056,0.0003349531],"domain_scores_gemma":[0.9980779,0.0002546344,0.000408982,0.0000779385,0.0006418354,0.0005388553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002622939,0.00241908,0.5346418,0.0002322881,0.00002343982,0.001424529,0.4072681,0.00003673851,0.007090164,0.0002022599,0.0009066866,0.04549259],"study_design_scores_gemma":[0.00002058772,0.0007070136,0.8741305,0.00005664527,0.00001560609,0.0001239101,0.1189076,0.00003894869,0.0004176414,0.0000342788,0.005532673,0.00001465146],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985512,0.00006719354,0.00007604933,0.0000369286,0.00000325272,0.0001221473,0.00005947706,0.000002162878,0.001081572],"genre_scores_gemma":[0.9916165,0.0003798808,0.001016861,0.0001751336,0.000009970647,0.0003819866,0.0001745204,0.00000583279,0.006239242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4814409,"threshold_uncertainty_score":0.9685524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03999005893972341,"score_gpt":0.2966461545881899,"score_spread":0.2566560956484665,"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."}}