{"id":"W7109012039","doi":"10.59350/fz593-j4j20","title":"25 Years of Open Source &amp;amp; Open Access: An interview with Pippa Smart","year":2023,"lang":"","type":"article","venue":"","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Open source; Quarter (Canadian coin); Work (physics); Key (lock); Open research","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":["metaepi_narrow","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["scholarly_communication","open_science","insufficient_payload"],"category_scores_codex":[0.02866687,0.0005929244,0.001741446,0.001040608,0.0005444471,0.05815486,0.08231933,0.0004704996,0.02532466],"category_scores_gemma":[0.005617186,0.0004344403,0.0002188006,0.01016085,0.000686013,0.0455077,0.05846192,0.00116069,0.006913785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009586824,"about_ca_system_score_gemma":0.001462774,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01627335,"about_ca_topic_score_gemma":0.009922128,"domain_scores_codex":[0.9888138,0.001812859,0.002579346,0.002403074,0.003218159,0.001172758],"domain_scores_gemma":[0.9906171,0.002106715,0.001624668,0.003767667,0.000967535,0.000916348],"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":[0.0002074639,0.0002207778,0.0329991,0.00004278106,0.00011707,0.00001154161,0.002920317,0.000167011,0.00002158042,0.0008626796,0.5939076,0.3685221],"study_design_scores_gemma":[0.001454192,0.0001674571,0.03495606,0.0007029705,0.00007667115,0.00002305201,0.004873224,0.0007155022,0.00009661051,0.006391413,0.9497622,0.000780697],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5869295,0.0007573518,0.02360559,0.02844944,0.002555061,0.005561102,0.000261804,0.0003646966,0.3515155],"genre_scores_gemma":[0.5719506,0.0007435716,0.004156332,0.006973169,0.00022652,0.0001469524,0.0001332144,0.0001357954,0.4155338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3677414,"threshold_uncertainty_score":0.9998108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3549168263512877,"score_gpt":0.5081451934214578,"score_spread":0.1532283670701701,"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."}}