{"id":"W6928878966","doi":"10.4224/23001031","title":"Human optimization research: international activity","year":2016,"lang":"en","type":"report","venue":"NPARC","topic":"Cancer Risks and Factors","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Field (mathematics); Human research; Human Dimension","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.012812,0.0006873482,0.0009759124,0.01750806,0.002196395,0.007561916,0.0006450149,0.0007243914,0.01502333],"category_scores_gemma":[0.04799343,0.0002179497,0.0007410393,0.06957497,0.003413117,0.004834886,0.002604621,0.00145303,0.001201618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01123402,"about_ca_system_score_gemma":0.01448711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08402576,"about_ca_topic_score_gemma":0.09239524,"domain_scores_codex":[0.9877515,0.004898639,0.0006264336,0.00119766,0.004488941,0.00103688],"domain_scores_gemma":[0.960338,0.02051566,0.003639231,0.003017353,0.0105573,0.001932423],"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":[0.0002198799,0.000176928,0.08915889,0.002189666,0.0003949452,0.0001172229,0.006570178,0.008068142,0.0002666425,0.3286812,0.08980776,0.4743485],"study_design_scores_gemma":[0.00003206488,0.0001974793,0.2344593,0.004049335,0.0002346681,0.0003357466,0.01977194,0.007219001,0.001231265,0.1204805,0.6118954,0.00009331143],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1103066,0.0844833,0.03412999,0.03902042,0.001238686,0.0003234775,0.009867849,0.0002242057,0.7204054],"genre_scores_gemma":[0.8991026,0.0519903,0.0121787,0.002097824,0.001806199,0.0003720479,0.006307899,0.0002203628,0.02592405],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08402576,"threshold_uncertainty_score":0.1670734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2398488727636988,"score_gpt":0.4782493008803336,"score_spread":0.2384004281166348,"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."}}