{"id":"W4405859870","doi":"10.5376/cmb.2024.14.0011","title":"Embracing AI's Role in Structural Biology While Recognizing Its Limits","year":2024,"lang":"en","type":"article","venue":"Computational Molecular Biology","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Biology; Environmental ethics; Evolutionary biology; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0266701,0.001347085,0.001553143,0.002434278,0.002985029,0.01056825,0.003898747,0.005020423,0.004209243],"category_scores_gemma":[0.03138794,0.000642028,0.0007355238,0.001768817,0.03025783,0.02672208,0.006004233,0.01538953,0.001949847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002843851,"about_ca_system_score_gemma":0.003950415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003565847,"about_ca_topic_score_gemma":0.003342607,"domain_scores_codex":[0.9931815,0.002607398,0.0002037798,0.0008130863,0.002865096,0.000329083],"domain_scores_gemma":[0.8930193,0.087131,0.001616244,0.007589718,0.007040896,0.00360289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000881615,0.00009561703,0.001001857,0.0006079351,0.00007953327,0.00005780339,0.0009401186,0.002837348,0.001432157,0.9321806,0.007187814,0.05349116],"study_design_scores_gemma":[0.00002601231,0.00005804328,0.0003107531,0.0002492185,0.00001764375,0.0001065669,0.0003024184,0.007757238,0.0005639938,0.9271587,0.06341811,0.00003145863],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02081261,0.09510721,0.3169416,0.3841024,0.003433444,0.0001102229,0.000153876,0.0009297197,0.178409],"genre_scores_gemma":[0.5626413,0.09463831,0.2667789,0.03418117,0.01536738,0.0005155752,0.0001648843,0.0006261378,0.02508632],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0266701,"threshold_uncertainty_score":0.1410466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01939552932041826,"score_gpt":0.3224797935742129,"score_spread":0.3030842642537946,"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."}}