{"id":"W6931295653","doi":"10.5281/zenodo.4424626","title":"Psychodula minuta","year":2020,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Advanced Statistical Modeling Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Czech; Taxonomy (biology); Natural (archaeology); Limiting; Central asia","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":[0.0002394317,0.001177418,0.0007826348,0.003174087,0.003966605,0.0008010372,0.001217475,0.0008504932,0.01530433],"category_scores_gemma":[0.000494603,0.0006170651,0.0002792391,0.002113551,0.00177958,0.001337637,0.001664844,0.0007339029,0.003571402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00288435,"about_ca_system_score_gemma":0.001084171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05112817,"about_ca_topic_score_gemma":0.09013506,"domain_scores_codex":[0.9996325,0.00003885282,0.00003054763,0.0001633026,0.0000476017,0.00008724429],"domain_scores_gemma":[0.9997982,0.00003047229,0.00007279973,0.00002435794,0.00004881398,0.00002523747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001393012,0.000202286,0.1281655,0.002980867,0.000226745,0.00351125,0.01050928,0.001565718,0.01202364,0.005687802,0.03156879,0.8021653],"study_design_scores_gemma":[0.0001058282,0.0004069831,0.5786263,0.002277772,0.0002284427,0.00498554,0.00652401,0.0003397159,0.001403373,0.00188243,0.4031482,0.00007146565],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5838131,0.09252752,0.002086004,0.001077858,0.001731799,0.0006053308,0.008332567,0.0007986458,0.3090271],"genre_scores_gemma":[0.9733061,0.006516085,0.001901566,0.0007717546,0.0002024392,0.000220122,0.003597705,0.00004424829,0.01343998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05112817,"threshold_uncertainty_score":0.1016611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07071218968434258,"score_gpt":0.2851348532336891,"score_spread":0.2144226635493466,"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."}}