{"id":"W4251462440","doi":"10.15173/mjc.v5i0.2077","title":"Preface","year":2019,"lang":"en","type":"article","venue":"The McMaster Journal of Communication","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Philosophy","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":[0.001732915,0.00006979221,0.0001341689,0.00006086489,0.00006941972,0.00005124662,0.001770853,0.00002578262,0.0005880034],"category_scores_gemma":[0.00007325241,0.00004179323,0.00007654913,0.0001426175,0.00005893574,0.0003945105,0.0002748845,0.0003608676,0.002668553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005304184,"about_ca_system_score_gemma":0.00002870404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004056682,"about_ca_topic_score_gemma":0.000003990031,"domain_scores_codex":[0.9987115,0.000507036,0.0003551168,0.00003841862,0.0002868765,0.0001010107],"domain_scores_gemma":[0.9977576,0.0002186308,0.0006350903,0.001120096,0.0002358867,0.00003267818],"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":[0.003229397,0.001238386,0.08926173,0.0000928084,0.001253663,0.000004346258,0.04721725,0.01230533,0.5441721,0.0220622,0.08996145,0.1892013],"study_design_scores_gemma":[0.006903685,0.0008988858,0.2726146,0.0009937693,0.0003878819,0.001191285,0.005634025,0.006371717,0.03014066,0.02950837,0.644673,0.0006821436],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9567716,0.001990685,0.0001966502,0.004111881,0.000105481,0.0001794819,0.000001382619,0.00001701386,0.03662579],"genre_scores_gemma":[0.9969606,0.000113877,0.001196122,0.0001474598,0.00003388205,9.526985e-7,9.157082e-7,0.00002320219,0.001522941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5547115,"threshold_uncertainty_score":0.998108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02152620645269809,"score_gpt":0.2685085785968745,"score_spread":0.2469823721441764,"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."}}