{"id":"W4210817708","doi":"10.1073/pnas.2118484119","title":"Anomalous heating in a colloidal system","year":2022,"lang":"en","type":"article","venue":"Proceedings of the National Academy of Sciences","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Agence Nationale de la Recherche; Natural Sciences and Engineering Research Council of Canada; Government of Canada","keywords":"Colloid; Inverse; Brownian motion; Thermal; Thermodynamics; Particle (ecology); Colloidal particle; Physics; Condensed matter physics; Materials science; Chemistry; Chemical physics; Physical chemistry; Quantum mechanics; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005870168,0.00004480689,0.00009408267,0.00006044734,0.0002056124,0.00000742833,0.0003532877,0.000009557584,0.00002311373],"category_scores_gemma":[0.00002941763,0.00003436227,0.00003233689,0.0004834852,0.00009872735,0.00008200273,0.0001503698,0.0001255899,1.615209e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004665339,"about_ca_system_score_gemma":0.0000214315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001488859,"about_ca_topic_score_gemma":2.235603e-8,"domain_scores_codex":[0.9990612,0.000005240891,0.0002048227,0.000118665,0.0005126504,0.00009740007],"domain_scores_gemma":[0.9996617,0.00007006148,0.0001997847,0.000003168742,0.00005186905,0.00001340417],"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":[0.000005126767,0.00002668896,0.003855717,0.00001432932,0.000003285928,2.881951e-9,0.00009515288,0.001403728,0.02025652,0.9738979,0.00001383915,0.0004277309],"study_design_scores_gemma":[0.0003485565,0.00008352422,0.00927209,0.00007800703,0.000006677444,0.000003724409,0.005583189,0.2099514,0.01025505,0.7641891,0.00009880435,0.0001299302],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9779648,0.00001307182,0.0001068195,0.0004529865,0.00001892846,0.0001424364,0.00008395453,0.000004282347,0.02121279],"genre_scores_gemma":[0.99821,1.611838e-7,0.001654213,0.0000404266,0.00002159343,0.00002020739,1.081181e-7,0.000002233814,0.00005102897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2097088,"threshold_uncertainty_score":0.1581425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01879471564279052,"score_gpt":0.2803124100148696,"score_spread":0.2615176943720791,"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."}}