{"id":"W7069093573","doi":"","title":"In The Dark Times","year":2024,"lang":"en","type":"other","venue":"Insight (University of Cumbria)","topic":"Gene expression and cancer classification","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nucleofection; Gestational period; Liquation; TSG101; Fusible alloy; Pretext; Diafiltration; Dysgeusia","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005320817,0.00008016288,0.00009430288,0.0001020991,0.00001389815,0.000006721645,0.000273876,0.0001820004,0.0004990374],"category_scores_gemma":[0.000004896733,0.00007323434,0.00005704494,0.0001305298,0.00006285615,0.000001559166,0.00006101579,0.00007930893,0.0001156245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006148002,"about_ca_system_score_gemma":0.00005239465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001309475,"about_ca_topic_score_gemma":0.000260408,"domain_scores_codex":[0.9995459,0.00004265588,0.00004588712,0.0002002711,0.00009853921,0.00006671162],"domain_scores_gemma":[0.999606,0.000002437836,0.00006140106,0.0002978072,0.00001573073,0.00001668456],"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":[0.00001152462,0.00001662344,0.000006930387,0.00003313504,0.00002391982,0.000008264537,0.0001723539,4.035515e-7,0.01441864,0.0005026525,0.984269,0.0005365948],"study_design_scores_gemma":[0.0001529425,0.00002514062,0.00008158378,0.00005906545,0.00001898058,0.000002100896,0.000337484,0.00000277281,0.0006021668,0.0001844001,0.9984493,0.00008411389],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000489348,0.004375145,0.0001872918,0.0007629166,0.0002903621,0.0001246119,0.00002240214,0.00001182583,0.9937361],"genre_scores_gemma":[0.04612986,0.001013353,0.0001311357,0.0001687693,0.0001955686,6.57529e-7,0.00006627641,0.00006184101,0.9522325],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04564051,"threshold_uncertainty_score":0.5464109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01128804090834256,"score_gpt":0.2270011042285199,"score_spread":0.2157130633201773,"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."}}