{"id":"W7082634105","doi":"10.7202/1120140ar","title":"Editors’ Introduction","year":2025,"lang":"en","type":"article","venue":"Narrative Works","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Dysgeusia; Liquation; Diafiltration; Emperipolesis; Triacetin; Demotion","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":[],"consensus_categories":[],"category_scores_codex":[0.0001448757,0.00006413792,0.00007077879,0.00003729822,0.0001441261,0.00006097052,0.0002957414,0.00006972342,0.00007632635],"category_scores_gemma":[0.0001160044,0.0000574747,0.00002548365,0.0004242251,0.0000339574,0.0001869398,0.0001073889,0.0001647166,0.00001834531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002320304,"about_ca_system_score_gemma":0.00003294881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001948457,"about_ca_topic_score_gemma":7.741173e-7,"domain_scores_codex":[0.9994489,0.00003365315,0.0000875832,0.0002367656,0.00007148782,0.0001216166],"domain_scores_gemma":[0.9995379,0.00003802048,0.00003104279,0.0002627892,0.0001094649,0.00002071252],"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":[0.000005718077,0.00003481386,0.0002495614,0.000009735468,0.00002032305,0.000003320508,0.002619609,0.0006066019,0.002049004,0.07442327,0.8904157,0.02956237],"study_design_scores_gemma":[0.0001871175,0.00002172755,0.0007295617,0.00004209968,0.000002640447,0.000003345984,0.0008494495,0.004074151,0.01821097,0.02379836,0.9519479,0.0001326316],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001938865,0.000182679,0.730652,0.1371984,0.01179909,0.00011573,1.513198e-7,0.0002476099,0.1178654],"genre_scores_gemma":[0.9620823,0.000004660194,0.004885319,0.000429793,0.00505475,0.00002148564,0.000003233091,8.470944e-7,0.02751758],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9601434,"threshold_uncertainty_score":0.234375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006511756689131907,"score_gpt":0.2335772602041699,"score_spread":0.227065503515038,"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."}}