{"id":"W6942101583","doi":"10.1371/journal.pone.0222948.g001","title":"Strategic workflow.","year":2019,"lang":"en","type":"other","venue":"Figshare","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Disease; Population; Expression (computer science); Kidney disease; Clinical Practice","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00507605,0.00181536,0.001431937,0.002348961,0.001289062,0.00640134,0.003003118,0.001743879,0.6946992],"category_scores_gemma":[0.01132707,0.001214161,0.001453329,0.001697111,0.0006943449,0.002727879,0.005996961,0.001976192,0.7048884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001552729,"about_ca_system_score_gemma":0.003266089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004997872,"about_ca_topic_score_gemma":0.008774724,"domain_scores_codex":[0.9981154,0.0004097263,0.0001683235,0.0004867005,0.0005373094,0.0002824466],"domain_scores_gemma":[0.9939761,0.001313723,0.0002225508,0.001759777,0.001502055,0.001225728],"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":[0.000191718,0.00002021114,0.0003489616,0.0003022728,0.00001692087,0.00004757253,0.0001158154,0.0001346008,0.001160544,0.004080655,0.9538479,0.03973272],"study_design_scores_gemma":[0.00006382669,0.00001203659,0.0004227052,0.00009792133,0.000009505884,0.00006031711,0.00006967442,0.000435741,0.0008678415,0.005857958,0.992077,0.00002555179],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.001405361,0.000632959,0.08556136,0.003441263,0.001691083,0.0009652674,0.3574001,0.3281918,0.2207108],"genre_scores_gemma":[0.01255657,0.0007479564,0.09155197,0.003344374,0.0004592718,0.003399695,0.4602732,0.1618579,0.2658092],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6946992,"threshold_uncertainty_score":0.4354745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03934200033437963,"score_gpt":0.2234789328672669,"score_spread":0.1841369325328873,"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."}}