{"id":"W4389540766","doi":"10.17118/11143/21160","title":"Morphogenesis through mechanical instabilities : wrinkles and rufflesformation during the growth of kelp blades","year":2023,"lang":"en","type":"article","venue":"","topic":"Aquatic and Environmental Studies","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Polytechnique Montréal","funders":"","keywords":"Morphogenesis; Kelp; Biology; Ecology","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":[0.0001194349,0.00006034041,0.00008492941,0.000014782,0.0001832556,0.00001116584,0.00006397868,0.00002032294,0.0005994375],"category_scores_gemma":[0.00001934588,0.00003363064,0.00002219856,0.00009944806,0.0001473336,0.0001524546,0.00003184085,0.00002654026,0.00007888508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001997481,"about_ca_system_score_gemma":0.000002603188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001531014,"about_ca_topic_score_gemma":0.0004118725,"domain_scores_codex":[0.9995148,0.00002232197,0.0001291574,0.00008219066,0.0001382229,0.0001132996],"domain_scores_gemma":[0.9997625,0.0001272365,0.00002868531,0.00006033123,0.000004091983,0.00001710623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002266382,0.000008777818,0.9875674,0.0001053982,0.00004160413,0.000001222007,0.00328323,0.0004173114,0.0004201996,0.002392989,0.0001678889,0.005571344],"study_design_scores_gemma":[0.00008294932,0.00003347716,0.9812502,0.000005207518,0.000007994989,0.000002891098,0.009424727,0.002317038,0.003472247,0.00322818,0.0001164737,0.00005855996],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954517,0.0001969249,0.00006696764,0.0003764297,0.00002773152,0.0000732987,0.00001653168,0.00002874011,0.003761628],"genre_scores_gemma":[0.9985322,0.0009745358,0.0002139028,0.00003859813,0.00001454923,0.000001282173,0.00000869876,0.000001228374,0.0002149509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006317116,"threshold_uncertainty_score":0.656342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01570043635768978,"score_gpt":0.1843910253282523,"score_spread":0.1686905889705625,"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."}}