{"id":"W4403470094","doi":"10.12927/hcpol.2024.27415","title":"Recruiting for Engagement in Health Policy","year":2024,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Business; Political science; Internet privacy; Public relations; Environmental health; Medicine; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005774941,0.000335654,0.0007070364,0.001355455,0.0011478,0.00003348134,0.0002483397,0.0004583403,0.00006408539],"category_scores_gemma":[0.001154024,0.0003133187,0.0001556302,0.001277387,0.00003885317,0.0001447127,0.0001303596,0.001727808,0.0002770165],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003798892,"about_ca_system_score_gemma":0.01472026,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2104585,"about_ca_topic_score_gemma":0.03421721,"domain_scores_codex":[0.9923312,0.002388078,0.001895755,0.0007457562,0.0003572326,0.002281948],"domain_scores_gemma":[0.9968171,0.001441169,0.0002760679,0.0005338739,0.000207034,0.0007247304],"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":[0.00002944309,0.00003591021,0.001275232,0.02624294,0.00001954741,0.0000122797,0.04255225,0.000004125872,0.00001182351,0.6871338,0.01025172,0.2324309],"study_design_scores_gemma":[0.0006211431,0.0003068091,0.002923681,0.005553887,0.000002056137,0.00000708934,0.01409862,0.0004056079,0.000003152753,0.01268683,0.9631232,0.0002679183],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.009738559,0.02094976,0.0005898534,0.9484054,0.002301837,0.006498875,0.0003661502,0.0008053197,0.01034418],"genre_scores_gemma":[0.9487544,0.004574338,0.0007653203,0.02769916,0.01102109,0.002740381,0.00006731152,0.0001524874,0.004225525],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9528715,"threshold_uncertainty_score":0.9999319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3398883194337661,"score_gpt":0.5963748911875436,"score_spread":0.2564865717537775,"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."}}