{"id":"W4245375786","doi":"10.1002/dc.10020.abs","title":"Comment on Gopez et al.","year":2002,"lang":"en","type":"article","venue":"Diagnostic Cytopathology","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003525028,0.0002035784,0.0003024079,0.00009274551,0.00005992646,0.00001529573,0.0002211062,0.00009453837,0.0009300698],"category_scores_gemma":[0.005850484,0.0001851889,0.00005993018,0.0001014873,0.0001090481,0.00006648969,0.000107091,0.0003147893,0.0007189685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006238958,"about_ca_system_score_gemma":0.000005510465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004914276,"about_ca_topic_score_gemma":0.000007195517,"domain_scores_codex":[0.9987026,0.0001926793,0.0002875194,0.0003152634,0.0001644192,0.0003375335],"domain_scores_gemma":[0.9933715,0.005858329,0.0001019852,0.0005413864,0.00004883513,0.00007793975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005917973,0.0004503836,0.001201383,0.00001223128,0.000006500669,0.0004077797,0.0003920877,0.000003847138,0.0002912693,0.509892,0.482194,0.005142536],"study_design_scores_gemma":[0.0007344991,0.001162747,0.00220045,0.0001875224,0.00003835831,0.0002333406,0.00007994506,0.0001572433,0.007323661,0.5493844,0.4379276,0.0005701979],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2023775,0.0008896904,0.2039268,0.406516,0.001552629,0.003085037,0.0001806187,0.00429863,0.177173],"genre_scores_gemma":[0.8047905,0.0007339204,0.0334416,0.1602522,0.00005155908,0.0003432875,0.00001486559,0.00006697865,0.0003050946],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.602413,"threshold_uncertainty_score":0.9999832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1492254624954979,"score_gpt":0.4026619445323041,"score_spread":0.2534364820368062,"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."}}