{"id":"W4399416916","doi":"10.1007/978-3-031-56988-3_3","title":"Scoring Method","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"ERP Systems Implementation and Impact","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Calgary Laboratory Services","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002983592,0.0002741138,0.0002650395,0.0004342656,0.00006641158,0.0005689411,0.0001554995,0.0001168829,0.01717611],"category_scores_gemma":[0.00001204576,0.0002284304,0.0001726436,0.0000521837,0.00001183727,0.0004597755,0.0001657471,0.000201839,0.01883305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004391568,"about_ca_system_score_gemma":0.00001693922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002471368,"about_ca_topic_score_gemma":0.00008802628,"domain_scores_codex":[0.998881,0.000001201389,0.0003491977,0.0003137939,0.0002643962,0.0001903745],"domain_scores_gemma":[0.9995021,0.00002472015,0.0001664336,0.0002281711,0.00006732289,0.0000113104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001662157,0.00000147102,0.000008369893,0.0002971745,0.00006062915,0.00001253008,0.00000736754,9.510113e-7,0.0000146128,0.893726,0.09808462,0.007784621],"study_design_scores_gemma":[0.00009380296,0.000002663242,0.00001114106,0.0002239578,0.0001047979,0.00000394721,0.00003899302,0.0002454765,0.000005673652,0.07494422,0.9240581,0.0002671711],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001712295,0.0001882639,0.001744641,0.000718355,0.001478563,0.00024212,0.000005737822,0.0003885912,0.995232],"genre_scores_gemma":[0.001142843,0.000009331274,0.0005774801,0.002688662,0.003600478,0.00000660434,0.00005704361,0.0001061572,0.9918114],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8259735,"threshold_uncertainty_score":0.9837223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0667038502022065,"score_gpt":0.3259426570605973,"score_spread":0.2592388068583908,"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."}}