{"id":"W4391340858","doi":"10.3390/siuj5010002","title":"A Fork in the Road","year":2024,"lang":"en","type":"article","venue":"Société Internationale d’Urologie Journal","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Fork (system call); Computer science; Operating system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01304344,0.0001162405,0.0001671903,0.0004193357,0.0001905161,0.004149692,0.004094519,0.0001411558,0.00127584],"category_scores_gemma":[0.009974582,0.00006006772,0.0002310864,0.0007654672,0.00009569136,0.001831865,0.0002353363,0.001604063,0.0002643053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001217655,"about_ca_system_score_gemma":0.000228958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002521748,"about_ca_topic_score_gemma":0.00002246448,"domain_scores_codex":[0.9962474,0.0004718166,0.0007020844,0.000302578,0.001997949,0.0002781998],"domain_scores_gemma":[0.9956096,0.003670769,0.0001928659,0.0002388879,0.0002249598,0.00006288882],"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":[0.00003537873,0.00005086629,0.04616999,0.000002082982,0.00007104036,0.0003076974,0.002888443,0.0004209901,0.0000189762,0.02167284,0.6108111,0.3175506],"study_design_scores_gemma":[0.0002562852,0.00004100686,0.07817385,0.00002924681,0.000009597502,0.0006244979,0.003725338,0.006730761,0.000008735811,0.4086905,0.5015942,0.0001160056],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6765219,0.004208024,0.006413133,0.1406479,0.007749907,0.0002037244,0.00002474051,0.00008512074,0.1641455],"genre_scores_gemma":[0.9866453,0.0001562163,0.0001442386,0.004560976,0.001194608,0.00001319894,0.000003518574,0.000006330913,0.00727556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3870177,"threshold_uncertainty_score":0.9996371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1787124363972829,"score_gpt":0.4805858668486646,"score_spread":0.3018734304513817,"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."}}