{"id":"W4405859889","doi":"10.5376/cmb.2024.14.0021","title":"Molecular Interactions in Biological Systems: Technological Applications and Innovations","year":2024,"lang":"en","type":"article","venue":"Computational Molecular Biology","topic":"Various Chemistry Research Topics","field":"Chemistry","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computational biology; Computer science; Nanotechnology; Biology; Materials science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001251233,0.0001435426,0.0001593171,0.0001945619,0.00006192213,0.00007180754,0.0001916491,0.0001840573,0.00007877333],"category_scores_gemma":[0.0001625231,0.0001334068,0.00004348711,0.0004938386,0.0003130883,0.00003484738,0.0001646424,0.0004583871,0.00002984982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009746919,"about_ca_system_score_gemma":0.00008961843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001101816,"about_ca_topic_score_gemma":0.000001333572,"domain_scores_codex":[0.9988773,0.00004479693,0.0002959075,0.0004542464,0.00009603283,0.0002316408],"domain_scores_gemma":[0.9993861,0.0002504743,0.00003323722,0.0001779545,0.00009332629,0.00005893271],"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":[0.000003692601,0.00005991382,0.001285894,0.00007982851,0.00004644484,0.00008884269,0.00001066358,0.002056604,0.324785,0.6670487,0.00002957568,0.004504819],"study_design_scores_gemma":[0.0006350901,0.00005908668,0.0006095317,0.0001951388,0.00002731049,0.0008222563,0.000203072,0.1019495,0.01750892,0.8215375,0.05574492,0.0007076924],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4286719,0.00327496,0.5587325,0.002097916,0.00005677496,0.0002524222,0.00009429608,0.0003601108,0.006459171],"genre_scores_gemma":[0.9962117,0.00001899849,0.00281383,0.00007071313,0.000037474,0.0003712137,0.0003950516,0.00001350614,0.00006750115],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5675398,"threshold_uncertainty_score":0.544017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0276157127509553,"score_gpt":0.3455894996453538,"score_spread":0.3179737868943985,"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."}}