{"id":"W4224100925","doi":"10.26522/tg.v7i1.3910","title":"Introduction","year":2022,"lang":"en","type":"article","venue":"the general brock university Undergraduate journal of history","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001581038,0.0008499353,0.0004322405,0.001610206,0.001750703,0.0049717,0.001490892,0.00211263,0.4995266],"category_scores_gemma":[0.006539677,0.00028087,0.000518978,0.00118969,0.0007915812,0.002346189,0.002608858,0.002422414,0.3176726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001817222,"about_ca_system_score_gemma":0.003611638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004713607,"about_ca_topic_score_gemma":0.004378758,"domain_scores_codex":[0.9988347,0.0001717043,0.00004193558,0.0002726452,0.0005094779,0.0001696005],"domain_scores_gemma":[0.9966488,0.000551715,0.0001456744,0.0002358439,0.001709145,0.0007087245],"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":[0.00002782253,0.00002967382,0.0002630437,0.0002379462,0.000002369001,0.0000465794,0.0002032263,0.00006646559,0.0001584986,0.01878083,0.9050181,0.07516544],"study_design_scores_gemma":[0.000003157217,0.000008019109,0.000255104,0.0001645461,0.000001110007,0.00002946288,0.00008304093,0.00001079628,0.00004042336,0.002607201,0.9967927,0.000004387929],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001467209,0.006309384,0.005038737,0.03317226,0.02823179,0.0003396994,0.01145663,0.001878015,0.9121062],"genre_scores_gemma":[0.009329299,0.005093214,0.003731474,0.01772928,0.01202463,0.0003978517,0.008829004,0.0008424036,0.9420229],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5004734,"threshold_uncertainty_score":0.7138646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01456060450875611,"score_gpt":0.188487747607385,"score_spread":0.1739271430986289,"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."}}