{"id":"W6942316463","doi":"10.1371/journal.pone.0300311.s002","title":"Model outputs and validation.","year":2024,"lang":"en","type":"article","venue":"DIGITAL.CSIC (Spanish National Research Council (CSIC))","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stock (firearms); Flounder; Fisheries management; Fish stock; Biomass (ecology); Ecosystem; Stock assessment","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":[0.006062646,0.001747785,0.000916891,0.001595988,0.0007328535,0.002139351,0.002466698,0.001791044,0.08195187],"category_scores_gemma":[0.01252068,0.0007591137,0.00243776,0.001337837,0.0005042523,0.001430862,0.00160186,0.001793305,0.04096994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009888503,"about_ca_system_score_gemma":0.003731946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01689735,"about_ca_topic_score_gemma":0.01389139,"domain_scores_codex":[0.9981508,0.0005201478,0.0001973809,0.0004869297,0.0004804932,0.0001642069],"domain_scores_gemma":[0.995974,0.001529283,0.0001851235,0.0006750028,0.001528932,0.0001077638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007307963,0.0005972651,0.0133445,0.001960977,0.000611647,0.000383516,0.000422474,0.26229,0.004420161,0.0227964,0.3764465,0.3159959],"study_design_scores_gemma":[0.000266291,0.0001860245,0.005086532,0.0005631942,0.0001608699,0.0001402769,0.0002608199,0.6719524,0.007639736,0.01782992,0.2958077,0.000106308],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04232069,0.001403808,0.5488757,0.002973265,0.003147171,0.002519531,0.2052713,0.07330958,0.1201789],"genre_scores_gemma":[0.2475183,0.00102131,0.4618002,0.001116882,0.0003209073,0.005474862,0.2049185,0.01187642,0.06595268],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.08195187,"threshold_uncertainty_score":0.2741563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1932024166383245,"score_gpt":0.323546891297868,"score_spread":0.1303444746595435,"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."}}