{"id":"W4388931066","doi":"10.20944/preprints202311.1335.v1","title":"Open-Source Flexible Materials Tensile Testing Apparatus","year":2023,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Marine Bivalve and Aquaculture Studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Rope; Denim; Ultimate tensile strength; Stiffness; Computer science; Resource (disambiguation); Engineering; Mechanical engineering; Process engineering; Materials science; Structural engineering; Composite material","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001512052,0.00127781,0.0007404221,0.001741196,0.0004873512,0.0006621425,0.002620045,0.001178133,0.0483698],"category_scores_gemma":[0.002328591,0.0007897899,0.0006048163,0.0006338037,0.0005530226,0.001167763,0.001292276,0.0009978167,0.01278874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004028816,"about_ca_system_score_gemma":0.0006742567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003036263,"about_ca_topic_score_gemma":0.0007337022,"domain_scores_codex":[0.9980863,0.00008789384,0.0001389946,0.0003712769,0.001189791,0.0001257183],"domain_scores_gemma":[0.9973201,0.0005513544,0.0002697951,0.0009142348,0.0007912254,0.0001533724],"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":[0.0006200436,0.0004156605,0.003120122,0.002055155,0.00005502895,0.00128074,0.0003755569,0.004974208,0.7322974,0.01139861,0.02392211,0.2194855],"study_design_scores_gemma":[0.0002427838,0.002171662,0.01316247,0.0003725695,0.0001075005,0.002099125,0.0002740798,0.03123502,0.6072925,0.004484085,0.3383229,0.0002352131],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1102947,0.00110832,0.7787787,0.0003165652,0.001131508,0.004227932,0.007012618,0.03529361,0.06183611],"genre_scores_gemma":[0.3474534,0.001022285,0.5259827,0.0004551477,0.0002171328,0.0111153,0.007831846,0.002743374,0.1031789],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0483698,"threshold_uncertainty_score":0.1618131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2191168004237541,"score_gpt":0.3655125961898088,"score_spread":0.1463957957660547,"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."}}