{"id":"W7134456964","doi":"","title":"RDM OERs @ UBC","year":2024,"lang":"en","type":"other","venue":"cIRcle (University of British Columbia)","topic":"","field":"","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":[0.0005048138,0.0007647536,0.0006201274,0.002071288,0.004159612,0.007214619,0.001430713,0.001639651,0.8512567],"category_scores_gemma":[0.002592098,0.0004437454,0.0002957845,0.002247875,0.0008953532,0.002584181,0.003067528,0.001256404,0.7338002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006591223,"about_ca_system_score_gemma":0.004281293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1175827,"about_ca_topic_score_gemma":0.2772424,"domain_scores_codex":[0.9993981,0.00003893176,0.00001610916,0.00009506556,0.0003290688,0.0001227385],"domain_scores_gemma":[0.9979593,0.0001376445,0.00005922328,0.0003651232,0.0007399435,0.0007388053],"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":[0.00002779477,0.00002822732,0.0002009155,0.00009220163,0.000001598182,0.00006204202,0.0001273505,0.00005624349,0.0002996518,0.004861934,0.9095503,0.0846916],"study_design_scores_gemma":[0.000002356185,0.000002222569,0.0002448165,0.000038453,8.630886e-7,0.00002195621,0.000100861,0.00005294519,0.0002040484,0.0004301262,0.9988954,0.000005897105],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"software","genre_scores_codex":[0.0004111988,0.000222529,0.0005421363,0.0005739002,0.0002133064,0.00002923497,0.002797252,0.0030845,0.9921259],"genre_scores_gemma":[0.001442257,0.000111232,0.0002269719,0.0001358602,0.00001888631,0.00001023583,0.0008014644,0.0006036078,0.9966496],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.9985693,"threshold_uncertainty_score":0.2337966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008321344662476915,"score_gpt":0.1797736483401044,"score_spread":0.1714523036776275,"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."}}