{"id":"W4411658246","doi":"10.51847/kf4tahw","title":"10.51847/kF4TaHw","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Commercialization; Translation (biology); Engineering ethics; Computer science; Business; Engineering; Chemistry; Marketing","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":["insufficient_payload"],"category_scores_codex":[0.00004749467,0.00006942447,0.0001210444,0.00005729705,0.00003935159,0.000003082064,0.0000621032,0.001038614,0.9935374],"category_scores_gemma":[0.0000161784,0.00005581724,0.00003841393,0.0001514541,0.00004217556,0.00001550952,0.00001364013,0.0006447855,0.9841254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001041925,"about_ca_system_score_gemma":0.000016202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003699309,"about_ca_topic_score_gemma":2.123233e-8,"domain_scores_codex":[0.999561,0.000007350404,0.00008897291,0.0001264645,0.00006398355,0.0001522835],"domain_scores_gemma":[0.9996667,0.00001088013,0.000008549123,0.0002165178,0.00001532342,0.00008204353],"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":[0.0001494432,0.00005299065,4.918091e-7,0.000004802393,0.00003746656,0.00004060863,0.000008620137,0.000002764167,0.0003741933,0.000009709792,0.07590982,0.9234091],"study_design_scores_gemma":[0.000340353,0.0002429203,0.0001104906,0.0000254396,0.00003769338,0.00008821995,5.759024e-7,0.00003942812,0.0004130895,0.000002904465,0.9986302,0.00006872883],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00273448,0.0001445518,6.707945e-7,0.01603458,0.000002779645,0.0001214083,0.00000138381,0.0002113652,0.9807488],"genre_scores_gemma":[0.001095717,0.000004099734,0.0001295377,0.000607816,0.00005968956,0.000004543752,0.000006439199,0.00001025084,0.9980819],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9233404,"threshold_uncertainty_score":0.8010742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00428485794336965,"score_gpt":0.1848170983970983,"score_spread":0.1805322404537286,"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."}}