{"id":"W4213104822","doi":"10.3410/f.13352995.14730246","title":"Faculty Opinions recommendation of Open science is a research accelerator.","year":2011,"lang":"en","type":"dataset","venue":"Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Open science; World Wide Web; Computer science; Psychology; Data science; Physics; Astronomy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003011126,0.001444389,0.001704172,0.004882713,0.0009645613,0.007679994,0.002556647,0.002112594,0.3661942],"category_scores_gemma":[0.02372858,0.0007454256,0.001532307,0.009203163,0.0005760204,0.003288547,0.002713661,0.002425426,0.3918013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001988039,"about_ca_system_score_gemma":0.006285704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01182443,"about_ca_topic_score_gemma":0.02947689,"domain_scores_codex":[0.997192,0.0003361211,0.0003188656,0.0005550216,0.00122841,0.0003696881],"domain_scores_gemma":[0.9894143,0.002172916,0.000914866,0.002379308,0.003429886,0.001688665],"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":[0.00002836277,0.000006335835,0.0002993016,0.0002417901,0.00001102723,0.000003922067,0.000004110651,0.00001794278,0.00003340482,0.0002562838,0.9962201,0.002877417],"study_design_scores_gemma":[0.00007382601,0.000007328485,0.001008638,0.000150015,0.00001683498,0.00001488328,0.00001411026,0.0000762808,0.000112957,0.000633918,0.9978825,0.000008551599],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001449818,0.0002576215,0.000178787,0.001342279,0.0003659976,0.0000305187,0.9835629,0.001149402,0.01296745],"genre_scores_gemma":[0.0008582674,0.0004635541,0.0006171704,0.0005800126,0.0001363736,0.000054169,0.9844784,0.0004500262,0.01236208],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.9974434,"threshold_uncertainty_score":0.9040471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3689531434308191,"score_gpt":0.5624263032457965,"score_spread":0.1934731598149773,"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."}}