{"id":"W6949583023","doi":"10.5281/zenodo.3541267","title":"NPA_ref6199","year":2019,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Marine Biology and Ecology Research","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Context (archaeology); Set (abstract data type); Identification (biology)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001063962,0.002202056,0.003664915,0.01057876,0.004787186,0.00987397,0.00482454,0.005137035,0.9170706],"category_scores_gemma":[0.006519981,0.001990542,0.002191904,0.01450469,0.001298489,0.007642644,0.003953321,0.002875112,0.8638853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00427842,"about_ca_system_score_gemma":0.006231397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01532239,"about_ca_topic_score_gemma":0.01273898,"domain_scores_codex":[0.9982892,0.00009269824,0.0002206046,0.0002742585,0.0009097112,0.0002134927],"domain_scores_gemma":[0.9949389,0.00066983,0.0002248042,0.000517455,0.002889057,0.0007601071],"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":[0.00005687481,0.0000408708,0.00008572188,0.001396095,0.00001363073,0.00008821032,0.00002325945,0.00004587416,0.0003838309,0.0016719,0.9800172,0.01617654],"study_design_scores_gemma":[0.00004719895,0.00001658116,0.0007380398,0.0003834096,0.0000134168,0.00009887293,0.0000265827,0.00003515328,0.0002760735,0.0008849167,0.9974597,0.00001993276],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0004288655,0.004070319,0.001041596,0.003356763,0.02835358,0.0005732785,0.3560649,0.003709101,0.6024016],"genre_scores_gemma":[0.004143885,0.006057039,0.002333703,0.002626193,0.004202724,0.0006454724,0.4184062,0.002844536,0.5587403],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9170706,"threshold_uncertainty_score":0.1182886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02258085064155795,"score_gpt":0.2137705276788846,"score_spread":0.1911896770373266,"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."}}