{"id":"W4236609053","doi":"10.2307/canajeducrevucan.38.2.13","title":"","year":2015,"lang":"","type":"article","venue":"Canadian Journal of Education / Revue canadienne de l éducation","topic":"","field":"","cited_by":67,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","bibliometrics","sts","scholarly_communication","research_integrity"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.02202999,0.001902754,0.002467288,0.0128136,0.001611269,0.002193684,0.004287146,0.001367982,0.0004635371],"category_scores_gemma":[0.04705118,0.002585068,0.00106759,0.008298565,0.001294717,0.00673023,0.00005541774,0.003310458,0.0003309876],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1956806,"about_ca_system_score_gemma":0.5913526,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.65289,"about_ca_topic_score_gemma":0.9891346,"domain_scores_codex":[0.9800651,0.003650023,0.006759468,0.001642144,0.0008354847,0.007047748],"domain_scores_gemma":[0.8934901,0.0005829296,0.009577049,0.002701649,0.03008902,0.0635592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000421222,0.001151506,0.1030836,0.0005573573,0.0007227435,0.0005678442,0.6890442,0.008661558,0.001021945,0.009777262,0.1699332,0.01505756],"study_design_scores_gemma":[0.003878632,0.002275337,0.09941851,0.003800395,0.002091317,0.03153668,0.5769054,0.000691423,0.0004807591,0.01675903,0.2595195,0.002643022],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8710383,0.01384969,0.0003690312,0.03816732,0.07323738,0.001565877,0.000426867,0.00002988612,0.00131562],"genre_scores_gemma":[0.9759479,0.0001408338,0.003593818,0.003348986,0.01261573,0.0001394472,0.0003630773,0.0006533872,0.003196807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.395672,"threshold_uncertainty_score":0.9999285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08578425025178059,"score_gpt":0.2953099945915838,"score_spread":0.2095257443398032,"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."}}