{"id":"W6960796595","doi":"10.14288/cjne.v22i1.195802","title":"Book Review","year":2021,"lang":"en","type":"article","venue":"Open Collections","topic":"Plant Taxonomy and Phylogenetics","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Natural (archaeology); Exposition (narrative); Subject (documents); Work (physics)","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":[0.0005782042,0.0007056459,0.000817978,0.003136326,0.001492304,0.003430258,0.00137678,0.001335616,0.2021104],"category_scores_gemma":[0.002930791,0.0002821032,0.0003574106,0.005582165,0.0007801117,0.001707553,0.00127605,0.001613731,0.1383683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005207873,"about_ca_system_score_gemma":0.01111177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1602826,"about_ca_topic_score_gemma":0.3381647,"domain_scores_codex":[0.999376,0.00003314244,0.00001783218,0.00005844548,0.0004419376,0.00007252974],"domain_scores_gemma":[0.9979091,0.000190078,0.00004855652,0.0000741771,0.00146255,0.0003157053],"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":[0.000003220972,0.000004345972,0.00001946055,0.00008748344,0.000001078839,0.00001381807,0.00001468469,0.00002522122,0.00002500176,0.0009438611,0.9507322,0.04812951],"study_design_scores_gemma":[8.939684e-7,0.000001195953,0.00006454131,0.00008094344,0.000001111559,0.00002288137,0.00001374687,0.000004168966,0.000008255601,0.0001708139,0.9996299,0.000001597313],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.0004048202,0.3349288,0.001211334,0.02340812,0.04112722,0.0001231645,0.002817886,0.0005468359,0.5954318],"genre_scores_gemma":[0.001260018,0.08344392,0.0005778235,0.004691442,0.004043578,0.00003560307,0.001029607,0.0001468678,0.9047712],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.2021104,"threshold_uncertainty_score":0.6761266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03712561334300342,"score_gpt":0.2387758269535889,"score_spread":0.2016502136105854,"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."}}