{"id":"W4384830338","doi":"10.1098/rsos.230207","title":"Mastodon over Mammon: towards publicly owned scholarly knowledge","year":2023,"lang":"en","type":"review","venue":"Royal Society Open Science","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Public relations; Sociology; The Internet; Business; Political science; World Wide Web; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","scholarly_communication","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.07104567,0.001013477,0.003356812,0.0007601762,0.002744459,0.08311212,0.07252598,0.0013051,0.001682356],"category_scores_gemma":[0.02625847,0.0006590237,0.001806588,0.02048797,0.001921666,0.02165622,0.03030167,0.003486234,0.008717997],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00127096,"about_ca_system_score_gemma":0.01071234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001524107,"about_ca_topic_score_gemma":0.0001088487,"domain_scores_codex":[0.9812134,0.000909815,0.002806156,0.004564641,0.008484946,0.002021075],"domain_scores_gemma":[0.9886525,0.002403513,0.002027219,0.003652005,0.001974178,0.001290638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000195838,0.000037832,0.00006855412,0.000255843,0.00003867722,0.000004935014,0.0003881706,0.000002018013,1.311765e-7,0.0008323101,0.3145031,0.6838664],"study_design_scores_gemma":[0.0002564088,0.00003573707,0.0003770262,0.002191148,0.0001112375,0.00001298412,0.0005660502,0.0007012505,9.802275e-7,0.001873277,0.9929447,0.0009291552],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004003388,0.8749728,0.00039624,0.0009530878,0.003776528,0.002142021,0.0002296587,0.0003032192,0.1171864],"genre_scores_gemma":[0.00005501111,0.8129451,0.001575611,0.0007544783,0.0008437991,0.0002822572,0.00004529451,0.000128967,0.1833695],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6829373,"threshold_uncertainty_score":0.9999914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2773416690087675,"score_gpt":0.5033254114109574,"score_spread":0.2259837424021899,"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."}}