{"id":"W2394186155","doi":"","title":"INTRASPECIFIC IDENTIFICATION OF TRACHIDERMUS FASCIATUS(SCORPAENIFORMES,COTTIDAE)BASED ON TRUSS NETWORK DATA","year":2011,"lang":"en","type":"article","venue":"Acta Zootaxonomica Sinica","topic":"Morphological variations and asymmetry","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biology; Intraspecific competition; Population; Meristics; Zoology; Demography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003889062,0.0003877542,0.0002375644,0.002199162,0.0003372843,0.0001755351,0.0002164745,0.0001577785,0.0008959186],"category_scores_gemma":[0.0006337599,0.000116868,0.0003041203,0.0008574071,0.0002766744,0.0002667331,0.0004385198,0.0001163353,0.0001459801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003205106,"about_ca_system_score_gemma":0.0001600994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007623471,"about_ca_topic_score_gemma":0.02632109,"domain_scores_codex":[0.9997303,0.00004132745,0.00002635706,0.0001028561,0.0000640599,0.00003507469],"domain_scores_gemma":[0.9996124,0.00006545385,0.000148601,0.00003769675,0.00009081059,0.00004513053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001760148,0.0000470474,0.8610627,0.00008182871,0.00009977827,0.0001944102,0.0004797588,0.0020298,0.05803199,0.0001319212,0.0001318822,0.07753276],"study_design_scores_gemma":[0.000002471163,0.00006420046,0.9926784,0.000004603828,0.0000243529,0.0001571618,0.0001100821,0.004942157,0.001820562,0.00003344324,0.0001537733,0.000008944248],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986314,0.00002694694,0.0008925183,0.000002542336,0.000001052179,0.000008546695,0.0001060629,0.000009834222,0.0003210245],"genre_scores_gemma":[0.9970692,0.00002237356,0.00240819,0.000002676511,0.000001534627,0.00001333076,0.0002617771,0.00000278512,0.0002182344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007623471,"threshold_uncertainty_score":0.01515818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1694330932949221,"score_gpt":0.3026548620980085,"score_spread":0.1332217688030864,"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."}}