{"id":"W4408761882","doi":"10.63485/308nn-m5p28","title":"NSERC developing an OA policy","year":2008,"lang":"en","type":"preprint","venue":"","topic":"Research, Science, and Academia","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business","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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006117552,0.0003221268,0.0005458719,0.001434532,0.0005160414,0.001193112,0.006262442,0.0004477557,0.0007505704],"category_scores_gemma":[0.006884095,0.0002100874,0.0002172268,0.002000519,0.0005357017,0.0007288679,0.003237496,0.001303963,0.002332542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002201225,"about_ca_system_score_gemma":0.003596778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001705212,"about_ca_topic_score_gemma":0.000168273,"domain_scores_codex":[0.9914395,0.0004236145,0.0009891336,0.00161447,0.00467567,0.0008576222],"domain_scores_gemma":[0.9959394,0.000815105,0.0002880111,0.001697682,0.0006826952,0.0005771375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004061186,0.0001145149,0.0193619,0.00003911357,0.00003718241,0.0001529369,0.005709286,0.00211124,0.0007940567,0.09471739,0.2527586,0.6241632],"study_design_scores_gemma":[0.0002488765,0.00005349988,0.05890824,0.00006936499,0.000003351546,0.0000683984,0.001242596,0.01083342,0.001737662,0.5736749,0.3521245,0.001035174],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4287377,0.0002261675,0.03663405,0.02637841,0.001509582,0.0007087996,0.00003282896,0.0003254157,0.505447],"genre_scores_gemma":[0.8548857,0.002008382,0.03782109,0.005572143,0.002397391,0.00005259251,0.00002000799,0.00004566318,0.09719706],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6231281,"threshold_uncertainty_score":0.9998437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.418761009052977,"score_gpt":0.5385017571929165,"score_spread":0.1197407481399395,"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."}}