{"id":"W3145788058","doi":"10.5430/air.v10n1p12","title":"Decision branch joint venture ex-fold T-z re-validation","year":2021,"lang":"en","type":"article","venue":"Artificial Intelligence Research","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Decision tree; Computer science; Artificial intelligence; Classifier (UML); Machine learning; Naive Bayes classifier; Bayesian probability; Cross-validation; Support vector machine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001219533,0.0001230777,0.0001787567,0.0002143214,0.0001902254,0.0002375796,0.000181795,0.0001505822,0.000907202],"category_scores_gemma":[0.000543772,0.0001242936,0.00009599428,0.0009839243,0.00005321256,0.000160058,0.00005631384,0.0005084294,0.002253107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001489312,"about_ca_system_score_gemma":0.0000619002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008367015,"about_ca_topic_score_gemma":0.0003455637,"domain_scores_codex":[0.9978632,0.0001885684,0.0004361605,0.0003045075,0.0007437904,0.0004637519],"domain_scores_gemma":[0.9988074,0.0002393322,0.00001969632,0.0004161948,0.0003753015,0.000142054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004878522,0.00007372266,0.00003459315,0.0000661272,0.00003627745,0.0000622893,0.0006364152,0.02220866,0.360438,0.006616496,0.004460107,0.6053185],"study_design_scores_gemma":[0.00003830827,0.00005122838,0.00006627671,0.0001025809,0.000003938351,0.00001585275,0.001411556,0.1112932,0.8357723,0.02145603,0.02960893,0.0001797257],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7467061,0.00296685,0.2137181,0.001267599,0.004552013,0.0007709203,0.00001527303,0.0006517745,0.02935138],"genre_scores_gemma":[0.9983504,0.0002244129,0.0001555421,0.00002142851,0.0003975143,0.00003830665,0.000009293172,0.00002969948,0.0007733997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6051388,"threshold_uncertainty_score":0.9985238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1415143801570306,"score_gpt":0.3811960004164651,"score_spread":0.2396816202594345,"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."}}