{"id":"W6888772966","doi":"10.23645/epacomptox.28536419.v1","title":"Quantitative Structure Use Relationship (QSUR) Models","year":2025,"lang":"en","type":"other","venue":"Open MIND","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Relation (database); Identification (biology); Sample (material); Sequence (biology)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007437287,0.001115246,0.0009475562,0.00330014,0.0008786019,0.003372682,0.003816536,0.001412599,0.05875707],"category_scores_gemma":[0.03628929,0.0007574214,0.002422713,0.003937338,0.0007430979,0.003940768,0.001802138,0.001642765,0.01156707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004650373,"about_ca_system_score_gemma":0.003355682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07192241,"about_ca_topic_score_gemma":0.08459336,"domain_scores_codex":[0.9955107,0.002045368,0.0001995525,0.0004958116,0.001492593,0.0002559875],"domain_scores_gemma":[0.9820436,0.01308377,0.0007324649,0.001086924,0.002793794,0.0002593278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003117251,0.0006113884,0.01532489,0.001033858,0.0002475142,0.0001636253,0.001556873,0.2433466,0.001256765,0.3850627,0.1215743,0.2295098],"study_design_scores_gemma":[0.00003995407,0.00009340627,0.002738784,0.0001506876,0.00006920002,0.00005933058,0.0003841078,0.8495223,0.0006949608,0.1007199,0.04546383,0.00006351774],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03719997,0.001380391,0.7781614,0.005117489,0.0002709354,0.0009080927,0.04607468,0.00629334,0.1245937],"genre_scores_gemma":[0.5868534,0.001597397,0.3180135,0.00067922,0.000132341,0.002162117,0.02914572,0.002806057,0.05861014],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.07192241,"threshold_uncertainty_score":0.196562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1757729992346471,"score_gpt":0.385981537040561,"score_spread":0.2102085378059139,"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."}}