{"id":"W4243377458","doi":"10.15173/mjc.v12i1.2509","title":"Preface","year":2020,"lang":"en","type":"article","venue":"The McMaster Journal of Communication","topic":"History and advancements in chemistry","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Theme (computing); Computer science; World Wide Web","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":[0.001991417,0.001039945,0.000908697,0.002537992,0.002612318,0.004394382,0.001529839,0.001416704,0.3171863],"category_scores_gemma":[0.02060389,0.0003415339,0.0005549608,0.001676337,0.0006728176,0.00267449,0.001917613,0.004496286,0.256068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001624318,"about_ca_system_score_gemma":0.002075444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002014069,"about_ca_topic_score_gemma":0.00247337,"domain_scores_codex":[0.9985107,0.0001872611,0.0001096982,0.0002044423,0.000883015,0.000104857],"domain_scores_gemma":[0.9867226,0.002077972,0.0004753939,0.0006766033,0.008267606,0.001779709],"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":[0.00001558917,0.000009618471,0.00004297958,0.00007288031,0.000001155119,0.00003310327,0.00004616735,0.00002801941,0.00009018677,0.001347359,0.9767097,0.02160329],"study_design_scores_gemma":[0.000003240637,0.00001396512,0.0001530039,0.0001005712,0.000001243172,0.00006658186,0.00006276399,0.00002295053,0.00006092538,0.001303798,0.9982063,0.000004655858],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0009591266,0.01456191,0.00631071,0.04839033,0.5908713,0.0004640763,0.00551634,0.001477367,0.3314488],"genre_scores_gemma":[0.00668658,0.01530083,0.003892716,0.01905394,0.1857521,0.0004415227,0.007631549,0.00123164,0.7600091],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.3171863,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03715902845730347,"score_gpt":0.2624440475093264,"score_spread":0.225285019052023,"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."}}