{"id":"W4411658693","doi":"10.51847/jjf4s2wtvb","title":"10.51847/jjF4s2wtVb","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Technology Assessment and Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Selection (genetic algorithm); Computer science; Fuzzy logic; Artificial intelligence; Data mining; Machine learning; Data 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":[0.000474849,0.0009492343,0.0005272185,0.002402022,0.001250587,0.002721789,0.0009378836,0.002434805,0.9650325],"category_scores_gemma":[0.001105489,0.0004102308,0.0005289344,0.001747847,0.0005499154,0.001775541,0.001508899,0.0008747131,0.961274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008681638,"about_ca_system_score_gemma":0.0006284988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00733816,"about_ca_topic_score_gemma":0.005942514,"domain_scores_codex":[0.9997185,0.00001553843,0.00001947057,0.00006120195,0.0001095148,0.000075791],"domain_scores_gemma":[0.9992448,0.0001252899,0.0000357506,0.0001321631,0.0002348318,0.0002272138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001489644,0.0001654423,0.0009420097,0.0001756798,0.00001328818,0.0001553277,0.00008736172,0.0002903136,0.003527578,0.00583674,0.4351742,0.5534831],"study_design_scores_gemma":[0.0000301732,0.00003620408,0.001239178,0.00008424616,0.000008626139,0.0001826287,0.00009636649,0.0004261518,0.001207063,0.001044476,0.9956319,0.00001288742],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001400182,0.0001456802,0.001849041,0.0005548685,0.0004148916,0.00006741707,0.001426881,0.001815203,0.9923259],"genre_scores_gemma":[0.002209545,0.00007180397,0.0005485457,0.000111443,0.00003947235,0.00002331876,0.0008859532,0.0002576416,0.9958524],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03496748,"threshold_uncertainty_score":0.04987687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002974111202543761,"score_gpt":0.1580403264568686,"score_spread":0.1550662152543248,"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."}}