{"id":"W71802929","doi":"10.1007/978-1-4614-0219-0_16","title":"The Mechanical Performance of Teleost Fish Scales","year":2011,"lang":"en","type":"book-chapter","venue":"Conference proceedings of the Society for Experimental Mechanics","topic":"Ichthyology and Marine Biology","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Fish <Actinopterygii>; Fishery; Environmental science; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003755866,0.0003354253,0.0004102855,0.000009965566,0.000370193,0.00001362382,0.001283801,0.000537355,0.0003949699],"category_scores_gemma":[0.00003594,0.0002132613,0.0008389503,0.00003647901,0.0008407726,0.0001020627,0.001309137,0.0003493195,0.00001819899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001081374,"about_ca_system_score_gemma":0.00003456947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000156769,"about_ca_topic_score_gemma":0.00001508147,"domain_scores_codex":[0.9985299,0.000003906693,0.0004620322,0.0003925092,0.0002749783,0.0003366846],"domain_scores_gemma":[0.9989613,0.00005260329,0.000581898,0.0002437798,0.0001014322,0.00005896321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003302044,0.0001252698,0.0001339042,0.0001510947,0.0003286856,6.235253e-8,0.001522913,4.582904e-7,0.1551712,0.8301002,0.008561792,0.003574128],"study_design_scores_gemma":[0.0009925005,0.002183679,0.0001163449,0.0002802027,0.0003273631,0.00002685754,0.00135101,0.001218526,0.8043595,0.1276347,0.06063197,0.0008773565],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.588228,0.001340605,0.0003295293,0.001535472,0.004023733,0.006465626,0.0003681538,0.0001932562,0.3975157],"genre_scores_gemma":[0.949639,0.0005228428,0.001180461,0.0002203355,0.0000674132,0.0001034734,0.000008171781,0.00005035429,0.04820793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7024656,"threshold_uncertainty_score":0.8696542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02013766542373621,"score_gpt":0.2229807871549567,"score_spread":0.2028431217312205,"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."}}