{"id":"W4413338774","doi":"10.1145/3721244.3749114","title":"Hydrosymposium","year":2025,"lang":"en","type":"article","venue":"","topic":"Genital Health and Disease","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007224442,0.0007742244,0.0003231502,0.0009643855,0.001337991,0.002344867,0.0009626141,0.0008911947,0.4202368],"category_scores_gemma":[0.002377497,0.0002935561,0.0003233258,0.0006687912,0.0006329423,0.001905094,0.002946877,0.001648982,0.1170618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008532185,"about_ca_system_score_gemma":0.001439347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001051981,"about_ca_topic_score_gemma":0.002402583,"domain_scores_codex":[0.9994802,0.00007838435,0.0000182018,0.00007584581,0.0002633312,0.00008403191],"domain_scores_gemma":[0.9987456,0.0001801234,0.0000383926,0.0001534477,0.0003169762,0.0005655159],"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":[0.0001021268,0.00002796025,0.0001637907,0.0001847417,0.000002117088,0.0002435432,0.0002344078,0.00007218606,0.002078473,0.007955343,0.8867328,0.1022024],"study_design_scores_gemma":[0.000007316943,0.00002767203,0.0001297759,0.00002979537,0.000001168995,0.0001341511,0.0000751517,0.0000403626,0.0004932185,0.0007805286,0.9982758,0.000005000721],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005836353,0.003560402,0.01248364,0.009032553,0.02315655,0.0003361955,0.004332015,0.006582778,0.9346794],"genre_scores_gemma":[0.02799555,0.00254339,0.00500751,0.001976524,0.003560458,0.0001599923,0.002575167,0.00235481,0.9538267],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4202368,"threshold_uncertainty_score":0.8269618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004169315760623559,"score_gpt":0.3217797639151815,"score_spread":0.3176104481545579,"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."}}