{"id":"W4393071500","doi":"10.5334/ijic.8622","title":"Leading by Example: IJIC’s Journey to Strengthen Lived Experience in Research, Improvement, and Scientific Publishing","year":2024,"lang":"en","type":"editorial","venue":"International Journal of Integrated Care","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Patient Safety Institute","funders":"","keywords":"Publishing; Library science; Computer science; Political 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.02892136,0.002345599,0.002278829,0.005675791,0.008048839,0.03237765,0.003702051,0.0189144,0.01160214],"category_scores_gemma":[0.1008594,0.0008545821,0.001733188,0.003290739,0.006885414,0.01021273,0.005964751,0.03310733,0.005572667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006381526,"about_ca_system_score_gemma":0.01775662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003685902,"about_ca_topic_score_gemma":0.01787742,"domain_scores_codex":[0.9707098,0.006577524,0.002843411,0.002106437,0.0155448,0.002218077],"domain_scores_gemma":[0.8663677,0.04934404,0.004558195,0.003090018,0.04822884,0.02841117],"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":[0.000009619333,0.00001171757,0.00002461305,0.0001465871,0.000008997855,0.0000895919,0.0002112636,0.00001412632,0.00002675716,0.001695713,0.9933155,0.004445551],"study_design_scores_gemma":[0.00001192616,0.000008584424,0.0001068863,0.0005226763,0.0000160609,0.0001974111,0.0006168913,0.000054106,0.0000579318,0.002340978,0.9960449,0.00002165501],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00007896277,0.005139646,0.0002864462,0.1149494,0.8776835,0.00001389049,0.00001706959,0.00004458121,0.001786447],"genre_scores_gemma":[0.002812461,0.00793458,0.000856796,0.06603037,0.9056465,0.00004714931,0.00003076074,0.0001921086,0.01644929],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.996298,"threshold_uncertainty_score":0.1529526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2399416035380877,"score_gpt":0.4911750597023746,"score_spread":0.2512334561642869,"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."}}