{"id":"W7100824530","doi":"","title":"Introduction / J. Coates Canadian Journal of Higher Education Revue canadienne d’enseignement supérieur","year":2016,"lang":"en","type":"article","venue":"","topic":"Thermodynamic properties of mixtures","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Higher education; Field (mathematics); Government (linguistics); 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001030615,0.0000890923,0.0001100636,0.0001063192,0.00003703201,0.00001271481,0.000165249,0.00005626277,0.003504729],"category_scores_gemma":[0.000117371,0.00005779437,0.00003655841,0.00005874155,0.00003169589,0.0001210483,0.00001032027,0.00007675536,0.0000294914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006036412,"about_ca_system_score_gemma":0.0002876558,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04281824,"about_ca_topic_score_gemma":0.1080905,"domain_scores_codex":[0.9993651,0.00001164195,0.0002198132,0.0001096508,0.00005193054,0.0002418428],"domain_scores_gemma":[0.9993386,0.00001772395,0.00006726789,0.0001808109,0.0001572393,0.0002383336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003283381,0.0000376878,0.0002527421,0.00004359144,0.0000804818,0.000006715576,0.0009802625,0.0002256221,0.7749858,0.01842481,0.1822365,0.02269294],"study_design_scores_gemma":[0.000864677,0.0001681815,0.005065752,0.0003065811,0.00006822213,0.0001734255,0.0006412147,0.0003219753,0.1342258,0.002487807,0.8551219,0.0005544243],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9618655,0.0007575252,0.001057931,0.02525704,0.003765212,0.0001123857,0.00001162001,0.00004641899,0.007126376],"genre_scores_gemma":[0.9578363,0.000006973716,0.0003566748,0.0001287986,0.001218108,0.000003529612,0.000003562638,0.00001758577,0.0404285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6728854,"threshold_uncertainty_score":0.9974062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006487866080373655,"score_gpt":0.185014759949741,"score_spread":0.1785268938693673,"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."}}