{"id":"W4383094471","doi":"10.4000/questes.6280","title":"Introduction","year":2023,"lang":"en","type":"article","venue":"Questes","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00168756,0.0008223354,0.0003544842,0.001419465,0.001832537,0.00500232,0.001619583,0.002000206,0.4647099],"category_scores_gemma":[0.005726844,0.0002275789,0.0006101723,0.0009723216,0.0009501142,0.002336708,0.00247037,0.002338538,0.2828408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001355478,"about_ca_system_score_gemma":0.003074392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002904907,"about_ca_topic_score_gemma":0.003760752,"domain_scores_codex":[0.9986828,0.0002345062,0.00004599198,0.0003030944,0.0005468648,0.0001868716],"domain_scores_gemma":[0.9974036,0.0004015411,0.00012268,0.000320341,0.00120965,0.0005421751],"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":[0.0001145436,0.00008212632,0.001051594,0.0003075342,0.000007331932,0.0001581452,0.0005301715,0.00009884073,0.0007333615,0.08761971,0.6842739,0.2250228],"study_design_scores_gemma":[0.000004678948,0.00001174168,0.0003081365,0.0001059563,0.000002472348,0.00007971303,0.0001496665,0.00002933119,0.0001653883,0.003636167,0.9955022,0.000004487188],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002162154,0.002415577,0.008679812,0.01752267,0.01126548,0.0002253209,0.00371056,0.001269528,0.9527489],"genre_scores_gemma":[0.01629043,0.002396797,0.005944779,0.008943634,0.003125822,0.0002691586,0.003797106,0.0005760374,0.9586563],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5352901,"threshold_uncertainty_score":0.7635263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01473378444534131,"score_gpt":0.274577496739748,"score_spread":0.2598437122944067,"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."}}