{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001994034,0.0006384407,0.0004880083,0.003605468,0.002704567,0.004816111,0.00103558,0.002543888,0.05687618],"category_scores_gemma":[0.002776995,0.0003264187,0.0005404637,0.002299026,0.002421688,0.002347345,0.001629939,0.002925363,0.01051425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007681473,"about_ca_system_score_gemma":0.01040193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1231187,"about_ca_topic_score_gemma":0.1563495,"domain_scores_codex":[0.9980743,0.0001548929,0.00007022342,0.0002568406,0.001227304,0.0002164583],"domain_scores_gemma":[0.9977098,0.0003070844,0.0001046571,0.0001082014,0.001394015,0.0003761903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009412527,0.00008422091,0.001358951,0.0009482999,0.00002271528,0.0002606649,0.0006822087,0.0003237218,0.00265139,0.1458963,0.6797562,0.1679211],"study_design_scores_gemma":[0.00000358215,0.000007079433,0.001105903,0.0001132851,0.000003505837,0.00008458315,0.00009109668,0.00004318066,0.0003505409,0.002488337,0.9956965,0.00001242697],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00695713,0.2704321,0.005103682,0.1881251,0.07337224,0.0001480017,0.001242871,0.000504934,0.454114],"genre_scores_gemma":[0.07903989,0.155812,0.006237358,0.01917865,0.03388513,0.00009610789,0.0006559112,0.0004267331,0.7046683],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9431238,"threshold_uncertainty_score":0.2448041,"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."}}