{"id":"W4407633534","doi":"10.17305/bb.2025.12217","title":"10.17305/bb.2025.12217","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Chemistry and Stereochemistry Studies","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Test (biology); Psychology; Geology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00005770574,0.0002539942,0.0002578582,0.00001297702,0.0001454855,0.00004650878,0.0003323091,0.0001287407,0.9968467],"category_scores_gemma":[0.00005902905,0.0002639218,0.000115043,0.0001172089,0.00006048793,0.00005282198,0.00009271412,0.0001707342,0.9044614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005666947,"about_ca_system_score_gemma":0.0000257652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000722995,"about_ca_topic_score_gemma":5.031447e-8,"domain_scores_codex":[0.9987655,0.000005746907,0.0002393482,0.0003961382,0.0002099841,0.00038326],"domain_scores_gemma":[0.9991387,0.00006185067,0.00003721294,0.0005254802,0.00004773524,0.0001890176],"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":[0.0002455375,0.000162482,0.000003885262,0.000180745,0.0001325974,0.00004725323,0.00006301232,0.00002309708,0.0911303,4.025366e-7,0.5500539,0.3579568],"study_design_scores_gemma":[0.0002780488,0.00001258382,0.000004292829,0.0000402263,0.00002568712,0.0000178882,0.000006256789,0.000024139,0.120091,0.000005518237,0.8792111,0.000283316],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02345625,0.0001433946,8.524475e-8,0.0002764314,0.000001700072,0.00003658626,0.00005789057,0.0002064895,0.9758212],"genre_scores_gemma":[0.005090227,0.000001498217,0.00004246133,0.00004535797,0.0003412823,0.00002927343,0.00006032547,0.00002612955,0.9943634],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3576735,"threshold_uncertainty_score":0.9999813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006972409504448477,"score_gpt":0.183221532842291,"score_spread":0.1762491233378425,"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."}}