{"id":"W4387091667","doi":"10.54590/pop.2023.015","title":"Open Access in the Humanities and Social Sciences in Canada: A Conversation","year":2023,"lang":"en","type":"article","venue":"Pop! Public Open Participatory","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Conversation; Digital humanities; Humanities; Sociology; Media studies; Psychology; Social science; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003767236,0.00008162107,0.0001452106,0.0001894424,0.001119157,0.02149534,0.003508731,0.00002145534,0.0002985033],"category_scores_gemma":[0.0001801871,0.00006380124,0.0000102766,0.0002736168,0.0003584834,0.008401587,0.001593603,0.0002074034,0.00001264665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001737582,"about_ca_system_score_gemma":0.0015424,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8966104,"about_ca_topic_score_gemma":0.9915675,"domain_scores_codex":[0.9984848,0.0005127813,0.0002501021,0.0001915999,0.0002588253,0.0003018287],"domain_scores_gemma":[0.9994065,0.0002243052,0.00009497126,0.0002002512,0.00005917104,0.00001486481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001014049,0.00006304517,0.1200796,0.00001727074,0.0000118,0.000006668391,0.1585666,0.000005655489,0.000001589239,0.630164,0.0887982,0.002275471],"study_design_scores_gemma":[0.0006498466,0.00002589045,0.3938215,0.00002383352,0.000007275278,7.870872e-7,0.1106498,0.0009843125,0.00000211401,0.006205549,0.4874151,0.0002139662],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8843426,0.00005769956,9.882245e-8,0.02964585,0.0001607002,0.0004031555,0.00001670812,0.00001867287,0.08535451],"genre_scores_gemma":[0.9947345,0.000008120166,0.000001735956,0.004172489,0.00005457707,0.0002685262,0.00003115675,0.000006260285,0.0007226374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6239584,"threshold_uncertainty_score":0.9795204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6636194401041684,"score_gpt":0.4295834084172267,"score_spread":0.2340360316869417,"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."}}