{"id":"W4416633904","doi":"10.5256/f1000research.159997.r234928","title":"Referee report. For: Making science public: a review of journalists’ use of Open Access research [version 2; peer review: 5 approved]","year":2024,"lang":"en","type":"article","venue":"Faculty of 1000 Research Ltd","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; Arts and Humanities Research Council; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Fundação de Amparo à Pesquisa do Estado de São Paulo; Deutsche Forschungsgemeinschaft","keywords":"The Internet; Peer review; Access to information; Public access; Key (lock)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","bibliometrics","sts","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["metaresearch","bibliometrics","open_science"],"category_scores_codex":[0.4918946,0.0002503415,0.001266911,0.06796477,0.0008384875,0.011862,0.02449146,0.0001757885,0.001669796],"category_scores_gemma":[0.6467315,0.0001640008,0.0005082769,0.309007,0.003031971,0.007627867,0.01871601,0.001583556,0.0001017956],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006892777,"about_ca_system_score_gemma":0.007118954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001037879,"about_ca_topic_score_gemma":0.00006187754,"domain_scores_codex":[0.8860168,0.003388479,0.004344331,0.002650295,0.1010579,0.002542159],"domain_scores_gemma":[0.6237119,0.02934057,0.001745479,0.005815217,0.3379179,0.001469012],"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":[0.00006293481,0.0002077291,0.002292642,0.008933021,0.00003624358,0.00005484024,0.00005167867,0.000001452056,0.00411911,0.004863,0.9180021,0.06137519],"study_design_scores_gemma":[0.0002323455,0.0003522109,0.002119815,0.02111754,0.00001250079,0.00005069024,0.0001927572,0.0006355526,0.004065922,0.00463871,0.9664068,0.0001751034],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.01865655,0.3455622,0.005067262,0.5124477,0.001419192,0.0145173,0.004764531,0.00008464197,0.09748058],"genre_scores_gemma":[0.2835052,0.4049066,0.01725936,0.0007414065,0.0003705825,0.0005699856,0.0005703972,0.0001618976,0.2919146],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.5117063,"threshold_uncertainty_score":0.9996812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.88718950269657,"score_gpt":0.719627061075853,"score_spread":0.1675624416207171,"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."}}