{"id":"W4388538470","doi":"10.1007/978-1-0716-3503-2_16","title":"Analysis of Ice-Binding Protein Evolution","year":2023,"lang":"en","type":"article","venue":"Methods in molecular biology","topic":"Genomics and Phylogenetic Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Phylogenetic tree; Biology; Computational biology; Genetics; Gene","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":[0.0005274576,0.0002639591,0.0004595577,0.0007201322,0.000361417,0.0003607537,0.0004239397,0.0002916132,0.001255868],"category_scores_gemma":[0.0008145599,0.0001850005,0.0003677466,0.001053673,0.0002199186,0.0002731119,0.0002762027,0.0008248275,0.0003356177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006604264,"about_ca_system_score_gemma":0.000269702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001463393,"about_ca_topic_score_gemma":0.001784076,"domain_scores_codex":[0.9998046,0.00004001646,0.00001087152,0.00004903134,0.00005752168,0.00003802397],"domain_scores_gemma":[0.9994791,0.0002753708,0.00005501422,0.00005934097,0.00006560671,0.00006548763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003995697,0.00007407725,0.008929706,0.00007090694,0.0000480163,0.00005527132,0.00005285638,0.001850448,0.9787287,0.000958699,0.0001231477,0.00870862],"study_design_scores_gemma":[0.00003592854,0.0003375342,0.1781921,0.00002164044,0.000150616,0.0008567594,0.0001858101,0.08007342,0.7300898,0.001867356,0.008160841,0.00002813439],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874842,0.0003649754,0.009927728,0.00004399437,0.000009170555,0.00002302656,0.0007070261,0.00005242637,0.00138755],"genre_scores_gemma":[0.9791459,0.0003303271,0.01617644,0.00007073463,0.000007773515,0.00003958484,0.002718624,0.00009209844,0.001418588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001463393,"threshold_uncertainty_score":0.004791677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02456794196541841,"score_gpt":0.3705801682112017,"score_spread":0.3460122262457833,"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."}}