{"id":"W4398256124","doi":"10.1101/2024.05.21.595263","title":"MELD-Adapt: On-the-Fly Belief Updating in Integrative Molecular Dynamics","year":2024,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Spectroscopy and Quantum Chemical Studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"On the fly; Dynamics (music); Computer science; Cognitive science; Epistemology; Psychology; Philosophy","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":[0.001962724,0.001116104,0.001121548,0.0005608107,0.000547575,0.001120919,0.002605918,0.001819664,0.00299613],"category_scores_gemma":[0.007137773,0.0007427166,0.0006004462,0.0004352655,0.0009598854,0.001137174,0.002148342,0.002615817,0.000587797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001039296,"about_ca_system_score_gemma":0.001372601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007198421,"about_ca_topic_score_gemma":0.01399924,"domain_scores_codex":[0.9995666,0.0001990934,0.00001936946,0.00008166676,0.00009500617,0.00003817772],"domain_scores_gemma":[0.9976165,0.001782063,0.0001032438,0.0002149976,0.0001393,0.0001439892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003535796,0.0001576295,0.002015641,0.0001339615,0.0001426472,0.0001352942,0.0001622045,0.8755268,0.00320895,0.01179243,0.004239506,0.1021314],"study_design_scores_gemma":[0.00001614365,0.000007159134,0.00003186035,0.000002379911,0.000002678231,0.000003433366,0.000003128615,0.9976785,0.0003146205,0.001730419,0.000206997,0.000002686135],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03515004,0.0002915752,0.9529978,0.0005254485,0.0001094492,0.000122828,0.0002697219,0.008522134,0.002011008],"genre_scores_gemma":[0.4158931,0.0001720956,0.5798221,0.0004458975,0.00008329029,0.0004204533,0.0005073492,0.001076568,0.001579238],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007198421,"threshold_uncertainty_score":0.01431304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008214521476759185,"score_gpt":0.2284188013176005,"score_spread":0.2202042798408413,"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."}}