{"id":"W4210832963","doi":"10.1016/j.ijsolstr.2022.111498","title":"3D mechanics of scaled membranes","year":2022,"lang":"en","type":"article","venue":"International Journal of Solids and Structures","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Scale (ratio); Kinematics; Length scale; Structural engineering; Interlocking; Substrate (aquarium); Materials science; Mechanics; Toughness; Work (physics); Mechanical engineering; Engineering; Physics; Classical mechanics; Composite material; Geology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002115525,0.00005268716,0.0001180278,0.0001213396,0.00005552496,0.00003543602,0.0001783427,0.00001832287,0.001488364],"category_scores_gemma":[0.00003529394,0.00004382903,0.00005190058,0.00004357119,0.00003369461,0.0001114347,0.00008413737,0.00007852951,2.270128e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002979826,"about_ca_system_score_gemma":0.00003726729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000876428,"about_ca_topic_score_gemma":0.000001451081,"domain_scores_codex":[0.9990477,0.00004143846,0.0002999151,0.00006349135,0.0004913002,0.00005613371],"domain_scores_gemma":[0.9993609,0.00002485518,0.000287915,0.00003909643,0.0002537786,0.00003341181],"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":[0.0001889928,0.00002684629,0.00007296935,0.00001338464,0.00002634511,0.00002185918,0.000448581,0.003624154,0.9665476,0.02742278,0.000346145,0.001260356],"study_design_scores_gemma":[0.004723043,0.0009443793,0.00313103,0.00009699277,0.0001012201,0.003437268,0.002611241,0.01013279,0.7876446,0.1488066,0.0378837,0.000487085],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956084,0.0003134284,0.00199009,0.0003680434,0.001254155,0.00003025341,0.00006008024,0.000005180945,0.000370301],"genre_scores_gemma":[0.9989255,0.00007430839,0.0006064958,0.0002091306,0.0001486277,7.61207e-7,0.000005049223,0.000004650651,0.00002547939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.178903,"threshold_uncertainty_score":0.9994244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01096075729463593,"score_gpt":0.2546817051079301,"score_spread":0.2437209478132941,"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."}}