{"id":"W4309914084","doi":"10.33211/jnhpr.27","title":"Favouring Responsible Publishing: Creating a Database of Researchers and Surveying Their Knowledge, Attitudes and Opinions towards Open Access Publishing and a New Field-Specific Journal","year":2022,"lang":"en","type":"article","venue":"Journal of Natural Health Product Research","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Canadian College of Naturopathic Medicine; University of Toronto; McMaster University; Impact; Ottawa Hospital","funders":"Government of Canada; Australian Government","keywords":"Publishing; Reputation; Snowball sampling; Public relations; Library science; Computer science; Psychology; Political science; Sociology; Medicine; Social science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.06191792,0.0004918156,0.001751785,0.02790529,0.00393931,0.0098451,0.003111102,0.002337731,0.007199259],"category_scores_gemma":[0.1737604,0.00114884,0.001275067,0.02697291,0.002063782,0.01004533,0.006764453,0.001573993,0.003811819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003275885,"about_ca_system_score_gemma":0.01666046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004637088,"about_ca_topic_score_gemma":0.008381729,"domain_scores_codex":[0.9345937,0.01839598,0.02283994,0.005888969,0.01639774,0.001883686],"domain_scores_gemma":[0.6294779,0.1929208,0.09249631,0.02078222,0.05324568,0.01107707],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009284575,0.001058367,0.4541536,0.02080607,0.0003518889,0.001889105,0.1143241,0.0003610468,0.004873616,0.003250428,0.0419973,0.356006],"study_design_scores_gemma":[0.0005344178,0.001954702,0.3528242,0.01758217,0.0009710521,0.002601896,0.2525992,0.002777073,0.004651827,0.003581233,0.3593283,0.0005940073],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.841469,0.009019012,0.01333636,0.009149668,0.0004203139,0.03186084,0.06621598,0.000829123,0.02769967],"genre_scores_gemma":[0.6517144,0.01790978,0.1866096,0.006348546,0.0007061572,0.08100343,0.04477464,0.0003573445,0.01057619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9968889,"threshold_uncertainty_score":0.3274571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9019385006049092,"score_gpt":0.701033187179452,"score_spread":0.2009053134254573,"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."}}