{"id":"W2039285168","doi":"10.1110/ps.04641104","title":"Theoretical study of interaction of winter flounder antifreeze protein with ice","year":2004,"lang":"en","type":"article","venue":"Protein Science","topic":"Physiological and biochemical adaptations","field":"Environmental Science","cited_by":104,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Canadian Institutes of Health Research","keywords":"Antifreeze protein; Chemistry; Hydrophobic effect; Ice crystals; Winter flounder; Antifreeze; Molecular dynamics; Ice formation; Chemical physics; Crystallography; Computational chemistry; Geology; Physics; Flounder; Biochemistry; Biology; Organic chemistry; Fish <Actinopterygii>; Atmospheric sciences; Meteorology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004026241,0.0006878682,0.0009027313,0.0006448105,0.00134502,0.000688609,0.001266001,0.001552729,0.003626419],"category_scores_gemma":[0.00104743,0.000414111,0.0009669642,0.00037491,0.001135058,0.0007707561,0.0007184874,0.0006857648,0.0002796409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001145994,"about_ca_system_score_gemma":0.001339848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01794194,"about_ca_topic_score_gemma":0.008847669,"domain_scores_codex":[0.9998496,0.00004462256,0.000003953025,0.00001784709,0.00002944661,0.00005456639],"domain_scores_gemma":[0.9995833,0.0002381117,0.00003509891,0.00001793563,0.00006379846,0.00006175833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007995,0.0000659303,0.002184817,0.0001246148,0.00004595466,0.0002574414,0.00008465359,0.9686554,0.001943367,0.02403157,0.0008174794,0.001708836],"study_design_scores_gemma":[0.00001731267,0.00003069849,0.0003851435,0.000008161548,0.000008502229,0.00001472802,0.0000243453,0.9962888,0.0001702216,0.002799536,0.0002469596,0.00000557374],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9198957,0.001531961,0.04726623,0.001346412,0.0001258021,0.00008728953,0.0004328126,0.0001174947,0.0291962],"genre_scores_gemma":[0.9836888,0.0006829103,0.009504198,0.0003322809,0.0000487199,0.0002382749,0.0003916386,0.00008875621,0.005024396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01794194,"threshold_uncertainty_score":0.03567505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01544809102090621,"score_gpt":0.2520809093532316,"score_spread":0.2366328183323254,"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."}}