{"id":"W4206140695","doi":"10.4018/ijarphm","title":"International Journal of Applied Research on Public Health Management","year":2018,"lang":"en","type":"paratext","venue":"International Journal of Applied Research on Public Health Management","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Public health; Library science; Political science; Computer science; Medicine; Nursing","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","bibliometrics","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.09595314,0.0009072205,0.001988292,0.01869931,0.002539733,0.001060561,0.009181741,0.0008820128,0.00826878],"category_scores_gemma":[0.0008601981,0.0007836759,0.0005210696,0.003002504,0.0007943421,0.0006327948,0.002767125,0.01158022,0.007227667],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.02295672,"about_ca_system_score_gemma":0.02197651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004723434,"about_ca_topic_score_gemma":0.00006649757,"domain_scores_codex":[0.9600891,0.005621868,0.007864786,0.001406819,0.01960775,0.005409612],"domain_scores_gemma":[0.9689093,0.002688446,0.007368147,0.001543065,0.0158152,0.00367583],"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":[0.001205122,0.001839072,0.00000735,0.001288524,0.001689096,0.00006561116,0.004207524,0.00007964638,0.00000122102,0.1215004,0.7103525,0.1577639],"study_design_scores_gemma":[0.004400109,0.001877141,0.0005883437,0.002416016,0.0000130011,0.00002483983,0.02635433,0.00003851041,0.000002954653,0.002820332,0.9610509,0.0004135582],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0009942135,0.0003904769,0.001194024,0.3556629,0.03067593,0.004114264,0.0002468168,0.00004082746,0.6066806],"genre_scores_gemma":[0.2610126,0.1797245,0.01122406,0.1883205,0.1362911,0.004176846,0.003194574,0.001333361,0.2147224],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3919582,"threshold_uncertainty_score":0.9999765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4369979860067418,"score_gpt":0.6199819602828873,"score_spread":0.1829839742761455,"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."}}