{"id":"W1954544686","doi":"","title":"Looking ahead: shifting tides","year":2012,"lang":"en","type":"article","venue":"PubMed Central","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Focus (optics); Executive director; Health care; Medicine; Data science; Public relations; Computer science; Political science; Management; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00677173,0.001193105,0.001063353,0.001994418,0.0168454,0.01931992,0.002691142,0.01060064,0.1613042],"category_scores_gemma":[0.02069969,0.0006882226,0.001025297,0.002336293,0.005985537,0.01587582,0.01104231,0.02140889,0.08733355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01000736,"about_ca_system_score_gemma":0.03562043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1504539,"about_ca_topic_score_gemma":0.303461,"domain_scores_codex":[0.9931058,0.001093812,0.0001863253,0.0004984787,0.002713154,0.00240238],"domain_scores_gemma":[0.9712823,0.001532499,0.0004954502,0.0006667561,0.008491374,0.01753161],"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":[0.000008873397,0.000008443002,0.0001392391,0.00003648666,0.000003261117,0.00004410619,0.0002444806,0.00001467708,0.00003247382,0.002309235,0.9818366,0.01532201],"study_design_scores_gemma":[0.000008056682,0.00001388449,0.000709194,0.0002657478,0.000005368059,0.00008227743,0.003766587,0.00003378695,0.00004521784,0.005201359,0.9898363,0.00003231373],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008612273,0.006912386,0.001060302,0.8940232,0.04162857,0.00004075016,0.0005735353,0.0005955583,0.05430453],"genre_scores_gemma":[0.02583439,0.01938681,0.004812249,0.6741419,0.01996903,0.0001351014,0.00122697,0.001217081,0.2532764],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1613042,"threshold_uncertainty_score":0.5396163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06328732025724015,"score_gpt":0.3769451510311121,"score_spread":0.3136578307738719,"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."}}