{"id":"W4232821370","doi":"10.1649/0010-065x-74.4.724","title":"Book Review","year":2020,"lang":"en","type":"article","venue":"The Coleopterists Bulletin","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Museum of Nature","funders":"","keywords":"Philosophy","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":[0.0009364403,0.0007844304,0.001001838,0.003368461,0.0009805486,0.003651272,0.001845012,0.001921919,0.3405092],"category_scores_gemma":[0.007368915,0.0003889971,0.0006063667,0.003920288,0.0005209069,0.003150903,0.001361923,0.002621414,0.3645605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001538679,"about_ca_system_score_gemma":0.003043049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00386147,"about_ca_topic_score_gemma":0.00801555,"domain_scores_codex":[0.9989605,0.00008746237,0.00005537783,0.0001211262,0.0007031983,0.00007234771],"domain_scores_gemma":[0.9951146,0.0008189265,0.0002511904,0.0002096674,0.003004895,0.0006007063],"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":[0.000004493531,0.000005111128,0.00001867616,0.0001509409,0.000001494688,0.00002307587,0.00001027141,0.00001677627,0.00003696548,0.0004873125,0.9357081,0.06353682],"study_design_scores_gemma":[0.000001616625,0.000003742672,0.00005422183,0.0001733739,0.000001882894,0.0001046283,0.00001183047,0.00000827339,0.00001554259,0.0002363743,0.9993858,0.000002650378],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.0004294192,0.3573941,0.002235107,0.04392765,0.08307798,0.0001811076,0.002743215,0.001448848,0.5085627],"genre_scores_gemma":[0.002088017,0.1687452,0.001540668,0.0187238,0.01804295,0.0001036035,0.002570503,0.0004680189,0.7877172],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.3405092,"threshold_uncertainty_score":0.9406836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01856223467265301,"score_gpt":0.2682955047700261,"score_spread":0.2497332700973731,"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."}}