{"id":"W2144361118","doi":"10.1016/j.bpj.2012.05.022","title":"Designed to Fail: A Novel Mode of Collagen Fibril Disruption and Its Relevance to Tissue Toughness","year":2012,"lang":"en","type":"article","venue":"Biophysical Journal","topic":"Collagen: Extraction and Characterization","field":"Materials Science","cited_by":86,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Toughness; Relevance (law); Fibril; Collagen fibril; Materials science; Biophysics; Composite material; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001489124,0.0001048425,0.0001748503,0.00006211098,0.0001167295,0.00008655995,0.0001017412,0.00004672016,0.0001292192],"category_scores_gemma":[0.000104842,0.00009296359,0.00002963026,0.0002331245,0.00001614438,0.0004730893,0.00005177171,0.00003946615,0.0001408412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000529441,"about_ca_system_score_gemma":0.00002995182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006140982,"about_ca_topic_score_gemma":0.000002246925,"domain_scores_codex":[0.9990704,0.00004614878,0.0002446122,0.0001448463,0.0002623651,0.0002316091],"domain_scores_gemma":[0.9992788,0.00004270526,0.000129309,0.00009630033,0.0001367483,0.0003161725],"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":[0.0001405528,0.00008003298,0.00002271337,0.00001440542,0.000003048523,0.000001165223,0.0009699737,0.00008156218,0.9967427,0.0003191307,0.0001336939,0.001491034],"study_design_scores_gemma":[0.0002159174,0.0001560359,0.007326999,0.00003867723,0.00001334862,0.00005098201,0.00009983501,0.0002779238,0.9882595,0.00001280512,0.003413093,0.0001348687],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9617334,0.00001288507,0.03706507,0.0004760924,0.000433538,0.000187757,0.00003091874,0.00001868978,0.00004162539],"genre_scores_gemma":[0.9970681,0.00001140777,0.001855041,0.0001385187,0.0006156911,0.00000881645,0.000002044491,0.00001244759,0.0002879379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03533467,"threshold_uncertainty_score":0.3790945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02260432989542113,"score_gpt":0.2993994053607629,"score_spread":0.2767950754653418,"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."}}