{"id":"W7084397793","doi":"10.53731/2pzx7-az610","title":"Starting the Rogue Scholar OPML Feed","year":2023,"lang":"en","type":"article","venue":"","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Open source; The Internet","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01019098,0.001444521,0.001084806,0.006740991,0.001759964,0.009191622,0.00244134,0.003365478,0.196378],"category_scores_gemma":[0.07300764,0.001290009,0.001141134,0.004124437,0.001102327,0.01367451,0.008575211,0.003473423,0.1511251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00248307,"about_ca_system_score_gemma":0.002408318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006070941,"about_ca_topic_score_gemma":0.01195273,"domain_scores_codex":[0.9942878,0.001406397,0.0005254261,0.0004568916,0.002934412,0.0003890646],"domain_scores_gemma":[0.9650947,0.01676395,0.001028437,0.007725687,0.00776558,0.001621714],"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":[0.0002190082,0.00005813663,0.0006789123,0.0003514926,0.00001753539,0.0001334287,0.0004891943,0.0002371132,0.0006807863,0.004190511,0.9353194,0.05762457],"study_design_scores_gemma":[0.00003851865,0.00002647061,0.0004945391,0.0002227811,0.000007668079,0.00006125955,0.0002057588,0.0007812722,0.001011867,0.00360882,0.9935037,0.00003721799],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.006430259,0.001537431,0.06362903,0.0249542,0.006349977,0.0009295549,0.2592809,0.4649482,0.1719405],"genre_scores_gemma":[0.03026377,0.002251357,0.1130935,0.0122222,0.003226157,0.001951171,0.3972846,0.2118845,0.2278227],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.196378,"threshold_uncertainty_score":0.6569499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01842746707941773,"score_gpt":0.203305654094537,"score_spread":0.1848781870151193,"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."}}