{"id":"W6942172797","doi":"10.14288/1.0447179","title":"RDM OERs @ UBC","year":2024,"lang":"en","type":"article","venue":"Open Collections","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Alliance; Variety (cybernetics); Presentation (obstetrics); RDM; Reuse; Selection (genetic algorithm); Focus (optics)","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":["open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005503049,0.0007721441,0.0007338092,0.002077332,0.003429175,0.006511761,0.001561192,0.001511155,0.8329096],"category_scores_gemma":[0.00262839,0.000435858,0.0003098652,0.002263198,0.000824532,0.002214279,0.003171091,0.001186771,0.6970319],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005560949,"about_ca_system_score_gemma":0.00392388,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08569949,"about_ca_topic_score_gemma":0.2043122,"domain_scores_codex":[0.9993451,0.00004521892,0.00002258286,0.0001253177,0.0003438979,0.0001178201],"domain_scores_gemma":[0.9979771,0.0001629214,0.0000743191,0.0003999451,0.0006131654,0.0007725769],"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":[0.00005688005,0.00005595091,0.0003790973,0.0001749231,0.000003267899,0.0001306171,0.0001758356,0.00008307312,0.0009141325,0.004947946,0.8372605,0.1558179],"study_design_scores_gemma":[0.000003233828,0.000004139009,0.0004008141,0.00005022855,0.000001296548,0.00003542425,0.0001156937,0.00007044107,0.0003042858,0.0004366278,0.9985703,0.000007523659],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001150895,0.0008842399,0.001073851,0.001255593,0.0005559066,0.00006000921,0.004700395,0.0058211,0.984498],"genre_scores_gemma":[0.002832264,0.0003541662,0.0004971321,0.0002605085,0.00004390647,0.00001575307,0.001311475,0.0006746011,0.9940102],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9984388,"threshold_uncertainty_score":0.2383341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01826916085757311,"score_gpt":0.2409955973525154,"score_spread":0.2227264364949423,"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."}}