{"id":"W6930459529","doi":"10.5281/zenodo.10855046","title":"Transform to Open Science Mission November 2023 Community Panel Summary Report","year":2024,"lang":"en","type":"report","venue":"Bristol Research (University of Bristol)","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"TOPS; Open science; Suite; Citizen science; Open data; Open source","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["open_science"],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["open_science"],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01132913,0.0004068148,0.001196389,0.003080725,0.001226204,0.0003605014,0.003891896,0.0003485171,0.0002674882],"category_scores_gemma":[0.001306641,0.0004599575,0.0005694001,0.005244086,0.002648633,0.0009362684,0.003880332,0.003181708,0.0002161396],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002125317,"about_ca_system_score_gemma":0.01219289,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05983801,"about_ca_topic_score_gemma":0.00168335,"domain_scores_codex":[0.992039,0.0002456328,0.0005605633,0.001144602,0.004956547,0.001053708],"domain_scores_gemma":[0.9925059,0.0002612833,0.0002616236,0.002007078,0.003665799,0.001298283],"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":[0.0009041226,0.001025285,0.0007643971,0.003361393,0.0003568446,0.01683333,0.001116193,0.00000164654,0.002644665,0.00008767361,0.796888,0.1760165],"study_design_scores_gemma":[0.0008536245,0.0008028338,0.009420056,0.006379412,0.0003184058,0.005130938,0.006276291,0.00003669046,0.0003483112,0.0006572881,0.9691707,0.0006054373],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06084329,0.001287169,0.0001792348,0.00705131,0.0005023972,0.002255023,0.0005708737,0.0001251523,0.9271855],"genre_scores_gemma":[0.6367292,0.0009530318,0.001414929,0.0001059469,0.000177642,0.000004488545,0.0007544423,0.0001256671,0.3597347],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5758859,"threshold_uncertainty_score":0.9997852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2154184454051223,"score_gpt":0.4224116574220172,"score_spread":0.2069932120168949,"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."}}