{"id":"W2952976774","doi":"10.1139/cjce-2019-0026","title":"Book review","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0005831792,0.0006527468,0.00111252,0.002769623,0.001031205,0.004866163,0.001926011,0.001945686,0.2965303],"category_scores_gemma":[0.00398469,0.0003038939,0.0006551828,0.004762659,0.0007092212,0.003095493,0.001669942,0.00247658,0.1784139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001480171,"about_ca_system_score_gemma":0.003043885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003209607,"about_ca_topic_score_gemma":0.006199077,"domain_scores_codex":[0.9991068,0.000100858,0.00006353428,0.0001275943,0.0005267923,0.00007446273],"domain_scores_gemma":[0.9984307,0.0004551421,0.00009709261,0.00008738282,0.0007295811,0.0002001008],"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":[0.00001129536,0.00001619483,0.00004123341,0.0009119948,0.000005619765,0.00008969434,0.00007846815,0.00002598531,0.00006748321,0.002239391,0.8852823,0.1112302],"study_design_scores_gemma":[0.000001788344,0.000003303616,0.00005732159,0.0005101123,0.000002648558,0.0001857415,0.00003876233,0.000003741036,0.00001197628,0.0002783312,0.9989041,0.000002153313],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005727913,0.5300421,0.001152748,0.02238999,0.03328677,0.0001477924,0.002787268,0.0003721974,0.4092483],"genre_scores_gemma":[0.003295029,0.3882138,0.001675086,0.01551836,0.01075891,0.0001528648,0.003926522,0.0003027731,0.5761567],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2965303,"threshold_uncertainty_score":0.9919928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003667585797544954,"score_gpt":0.1593357945124794,"score_spread":0.1556682087149344,"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."}}