{"id":"W2336174752","doi":"10.6004/jnccn.2016.0043","title":"Letting Nature Loose","year":2016,"lang":"en","type":"letter","venue":"Journal of the National Comprehensive Cancer Network","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Interim; Program director; Clinical Oncology; Family medicine; Advisory committee; Library science; Management; Internal medicine; Cancer; Oncology; Medical education; Political science; 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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0003764243,0.0002519009,0.0008782312,0.0001527441,0.0001904456,0.00002243847,0.0004875918,0.0009515281,0.000488942],"category_scores_gemma":[0.000470488,0.0001314292,0.0005183305,0.0002703318,0.0002233787,0.00006295316,0.0001390024,0.005555201,0.00002198944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008471,"about_ca_system_score_gemma":0.001850492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002299951,"about_ca_topic_score_gemma":0.000001014767,"domain_scores_codex":[0.9965973,0.0002939457,0.0006330386,0.0002007048,0.00183815,0.0004368065],"domain_scores_gemma":[0.9932011,0.001456815,0.001069901,0.0001942535,0.003983631,0.00009430331],"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":[0.0002092792,0.00001175321,0.004619802,0.0001103216,0.0009229647,0.0001957406,0.00001531953,0.0001067748,0.00009079198,0.00004666633,0.9926981,0.0009724899],"study_design_scores_gemma":[0.001236866,0.000114873,0.01058661,0.002218915,0.000432752,0.0008191152,0.000003972493,0.00004989983,0.00001601181,0.003258919,0.981128,0.0001341133],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00185362,0.0232707,0.00003069146,0.9656662,0.003441793,0.0003529107,0.00004488227,0.000008951262,0.005330213],"genre_scores_gemma":[0.0033679,0.001169499,0.0005710353,0.891745,0.09189811,0.00001398161,0.00001004837,0.00004650318,0.01117794],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08845632,"threshold_uncertainty_score":0.996739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05524643350920548,"score_gpt":0.3840717427323899,"score_spread":0.3288253092231844,"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."}}