{"id":"W4235221316","doi":"10.21432/t27k69","title":"View Entire Issue","year":2009,"lang":"fr","type":"article","venue":"Canadian Journal of Learning and Technology","topic":"Information Technology and Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Mathematics education; Psychology; Computer science; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000830853,0.0001214656,0.0002745728,0.0009314418,0.0009159981,0.00005862912,0.0002624759,0.0006986363,0.001037872],"category_scores_gemma":[0.0007908556,0.0001311451,0.00005587338,0.0009348975,0.001057711,0.0002769731,0.000009332945,0.001663895,0.000226247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001182933,"about_ca_system_score_gemma":0.0008326567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005263123,"about_ca_topic_score_gemma":0.002042945,"domain_scores_codex":[0.9987944,0.0001429016,0.000375809,0.00009969987,0.0001042959,0.0004829465],"domain_scores_gemma":[0.9989423,0.000045014,0.0003867959,0.00007427533,0.0002435059,0.0003081068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002223952,0.000006395408,0.01027573,0.00001397976,0.00002708716,0.0001548506,0.003368085,0.0000175914,0.00001041596,0.1709968,0.003569658,0.8115571],"study_design_scores_gemma":[0.0001938916,0.0004440522,0.0002623982,0.0002133738,0.00003302419,0.0004995177,0.01270583,0.00003243375,0.00004146879,0.0104622,0.9749849,0.0001269131],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3020174,0.1690691,0.0004673378,0.4516799,0.003006512,0.0001551766,0.000002468669,0.00015527,0.07344685],"genre_scores_gemma":[0.9757581,0.00277827,0.0004979063,0.0002678318,0.0002517918,3.691438e-7,8.575576e-7,0.000006603815,0.02043822],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9714152,"threshold_uncertainty_score":0.9998753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006495686900075928,"score_gpt":0.256327698083872,"score_spread":0.2498320111837961,"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."}}