{"id":"W2920907783","doi":"10.21810/sfuer.v12i1.889","title":"To Co-co-respond","year":2019,"lang":"en","type":"article","venue":"SFU Educational Review","topic":"Digital Education and Society","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03833413,0.0008113192,0.001427179,0.003698359,0.003826479,0.01477006,0.002959363,0.01179707,0.02146403],"category_scores_gemma":[0.1664649,0.0005339378,0.0007080009,0.003080312,0.01140022,0.01558948,0.01660245,0.02006818,0.01563285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006666142,"about_ca_system_score_gemma":0.01714487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002910083,"about_ca_topic_score_gemma":0.005917823,"domain_scores_codex":[0.9384142,0.03514471,0.002461498,0.005459954,0.01501815,0.003501549],"domain_scores_gemma":[0.8498762,0.05475987,0.01111734,0.01113547,0.05393382,0.01917721],"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":[0.00007305081,0.00005001989,0.0004635802,0.001142187,0.00008775976,0.0001582426,0.003927656,0.00008707349,0.0003950788,0.1189142,0.8097627,0.06493854],"study_design_scores_gemma":[0.00001520981,0.00001751171,0.0001238067,0.0004446107,0.000014501,0.0001039371,0.001431382,0.00003864681,0.000122675,0.01340367,0.9842681,0.00001599423],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001025943,0.07214075,0.004724242,0.8180277,0.07178675,0.00008923502,0.0000691902,0.0001554403,0.03198073],"genre_scores_gemma":[0.05960969,0.05672903,0.00764189,0.715363,0.06756435,0.0005115932,0.0002172787,0.0005262292,0.09183702],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03833413,"threshold_uncertainty_score":0.2027327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02212744940426572,"score_gpt":0.3796713115024195,"score_spread":0.3575438620981538,"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."}}