{"id":"W4391395086","doi":"10.22541/au.170667765.53737892/v1","title":"Morphology-performance Mapping Determines Least Functional Resistance in Morphospace: A Case of Dual Locomotor Systems in Chinese Sturgeon","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Morphology (biology); Multivariate statistics; Biology; Proxy (statistics); Dual (grammatical number); Statistics; Computer science; Mathematics; Evolutionary biology; Zoology","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":[0.0003239089,0.0003452323,0.0003861225,0.00099426,0.000611059,0.0003671304,0.000504179,0.0006094365,0.0008787761],"category_scores_gemma":[0.001015621,0.0003004788,0.0005725086,0.0005243624,0.001716405,0.0003979229,0.00113281,0.0003754073,0.00008791165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004871081,"about_ca_system_score_gemma":0.000302959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003918974,"about_ca_topic_score_gemma":0.004697846,"domain_scores_codex":[0.9997119,0.00004288706,0.0000243456,0.0001311657,0.00003948907,0.00005022218],"domain_scores_gemma":[0.9995975,0.00009219249,0.000128641,0.0000740637,0.00003765861,0.00006988717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005629953,0.00009760438,0.5781039,0.0001362514,0.0001628046,0.002665602,0.002796511,0.01135342,0.370433,0.007407053,0.0002659661,0.02601486],"study_design_scores_gemma":[0.0000261033,0.000193137,0.9628063,0.000008031956,0.0000630265,0.001483007,0.0004525463,0.02648395,0.004238576,0.003889147,0.0002918387,0.00006429306],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984988,0.00001641952,0.001102216,0.00002621176,7.965531e-7,0.000003494031,0.00002199724,0.000007654889,0.0003222975],"genre_scores_gemma":[0.9991047,0.000007437111,0.0007223446,0.00001311844,0.000001924502,0.000007295484,0.00002961798,0.000004979488,0.0001084958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003918974,"threshold_uncertainty_score":0.007792354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0135494879465155,"score_gpt":0.225944690152082,"score_spread":0.2123952022055665,"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."}}