{"id":"W2495728017","doi":"10.1108/ijhg-02-2016-0014","title":"Patient speaking for patients","year":2016,"lang":"en","type":"article","venue":"International Journal of Health Governance","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Harm; Originality; Value (mathematics); Narrative; Public relations; Business; Process (computing); Marketing; Law and economics; Political science; Economics; Computer science; Law; Creativity","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":[],"consensus_categories":[],"category_scores_codex":[0.0009231314,0.0001282187,0.0002458338,0.00005174047,0.0001243469,0.00001271465,0.0003879408,0.0001530674,0.0004584586],"category_scores_gemma":[0.0007421456,0.00008821308,0.0001353226,0.00005437445,0.00007208739,0.000278893,0.00005143522,0.0004743382,0.00003021618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000546511,"about_ca_system_score_gemma":0.0003420491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001350877,"about_ca_topic_score_gemma":0.000005777588,"domain_scores_codex":[0.9979001,0.0002370762,0.0009089763,0.0001499011,0.0004326954,0.0003713],"domain_scores_gemma":[0.9968718,0.0005756439,0.001254507,0.00007448799,0.0009174919,0.0003060853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001188766,0.0004905642,0.04156928,0.00004011966,0.0001526908,0.00002289214,0.0003225254,0.0000233918,0.0005222668,0.004786342,0.03240114,0.91848],"study_design_scores_gemma":[0.003614809,0.0006573333,0.02589397,0.0002578945,0.00001394851,0.00004155231,0.00002886868,0.00004854855,0.002589837,0.001187305,0.9655405,0.0001253796],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8296769,0.002967433,0.003736217,0.1391633,0.02122198,0.0007642759,0.0009536442,0.00003659536,0.001479717],"genre_scores_gemma":[0.9860284,0.001208607,0.0004594958,0.01119701,0.000890199,0.00001065286,0.000003761359,0.00001457733,0.0001872775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9331394,"threshold_uncertainty_score":0.50198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3250340910609331,"score_gpt":0.5633374117511711,"score_spread":0.2383033206902381,"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."}}