{"id":"W4322767476","doi":"10.53962/hzk8-8ytf","title":"PubCast Protocol","year":2023,"lang":"en","type":"other","venue":"ResearchEquals","topic":"Research Data Management Practices","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Dalhousie University","funders":"","keywords":"Protocol (science); Computer science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004588166,0.0002795409,0.0003187501,0.001367574,0.00009576775,0.004264658,0.007480966,0.0002202598,0.001493598],"category_scores_gemma":[0.00313934,0.0002421348,0.00009254899,0.001587171,0.0001259983,0.007822624,0.005118993,0.0007448933,0.01518155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001191606,"about_ca_system_score_gemma":0.0003367645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006901189,"about_ca_topic_score_gemma":0.0003126318,"domain_scores_codex":[0.9944349,0.0007342915,0.0002945061,0.001087917,0.002390186,0.001058177],"domain_scores_gemma":[0.9953807,0.0006683912,0.0002168412,0.003313017,0.00009065482,0.0003303686],"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":[0.000004145289,0.00004682066,0.000009426288,0.0002612981,0.000070438,0.0002155385,0.000009022747,2.851515e-7,0.000008622575,0.1727426,0.8090284,0.01760347],"study_design_scores_gemma":[0.0002741728,0.0000774182,0.00002947284,0.0001773892,0.000001981701,0.00000195295,0.000006714905,0.000234171,0.0000358152,0.0007562624,0.9981593,0.0002453855],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[1.851271e-8,0.00002358813,0.03363146,0.002302841,0.0001117113,0.07255594,0.00003772987,0.002529068,0.8888077],"genre_scores_gemma":[4.963846e-7,0.0002628442,0.005042137,0.00004842424,0.0002856339,0.1323192,0.00001065516,0.0007305951,0.8613],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1891309,"threshold_uncertainty_score":0.9994192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3405335038532591,"score_gpt":0.512503879613497,"score_spread":0.1719703757602379,"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."}}