{"id":"W3093632683","doi":"10.1139/cjz-2019-0296","title":"On the fit of skins with a particular focus on the biomechanics of loose skins of hagfishes","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Zoology","topic":"Silk-based biomaterials and applications","field":"Materials Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biology; Extensibility; Anatomy; Biomechanics; Biological system; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003532012,0.0000873421,0.0002561618,0.00006780803,0.00006803655,0.00001373055,0.0004062174,0.00005413096,0.0005573375],"category_scores_gemma":[0.000205269,0.00004437858,0.00006738108,0.0002091057,0.0003113343,0.00002402006,0.00001314338,0.00007114899,0.0000104423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002225612,"about_ca_system_score_gemma":0.0004503977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001157382,"about_ca_topic_score_gemma":0.004002231,"domain_scores_codex":[0.9991066,0.000109883,0.0003729444,0.00009717874,0.0001391005,0.000174235],"domain_scores_gemma":[0.9987518,0.0002322191,0.0004734383,0.0002318525,0.0001495747,0.0001611396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001362163,0.00005832531,0.0003956737,0.00002234535,0.00005025145,0.00003549094,0.0006172183,0.0001432608,0.9491533,0.04771956,0.001293182,0.0003751558],"study_design_scores_gemma":[0.0002561692,0.001154797,0.001488933,0.00006012253,0.00004691297,0.00003123672,0.0002301347,0.00005848265,0.9925094,0.003645206,0.000459802,0.00005875792],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834761,0.00006367569,0.0001355039,0.01588122,0.00009427301,0.0001297647,0.0001232395,0.000001878327,0.00009434209],"genre_scores_gemma":[0.9990289,0.00000624465,0.0001252967,0.0007747799,0.00004788075,0.00000451128,6.570598e-7,0.000008256261,0.000003464081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04407435,"threshold_uncertainty_score":0.6102455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02526051758159556,"score_gpt":0.2187187135826316,"score_spread":0.193458196001036,"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."}}