{"id":"W4387960015","doi":"10.1007/978-3-031-40534-1_4","title":"Multidimensional Minimum-Work Protocols","year":2023,"lang":"en","type":"book-chapter","venue":"Springer theses","topic":"Spectroscopy and Quantum Chemical Studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Flexibility (engineering); Ising model; Limit (mathematics); Work (physics); Control (management); Magnetization; Protocol (science); Computer science; Statistical physics; Physics; Mathematics; Control theory (sociology); Statistics; Quantum mechanics; Mathematical analysis; Artificial intelligence; Magnetic field","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009124004,0.0003777744,0.0004553529,0.00005038978,0.0001437149,0.00003197892,0.0001903051,0.0001181073,0.002587553],"category_scores_gemma":[0.00001222144,0.0003132347,0.0002899236,0.0000341716,0.0001226463,0.00003167355,0.0002472859,0.0003713114,0.001947186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003147178,"about_ca_system_score_gemma":0.00003971788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002480894,"about_ca_topic_score_gemma":0.00000100063,"domain_scores_codex":[0.9986374,0.000006958104,0.0002729798,0.000423519,0.0002716578,0.0003875245],"domain_scores_gemma":[0.999167,0.000219479,0.0001488124,0.0003170495,0.00005105941,0.00009657045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007505657,0.0000868534,0.002503205,0.00007650741,0.0007609552,0.00001411705,0.0001387727,0.000005009722,0.001319987,0.9768069,0.01393483,0.004277782],"study_design_scores_gemma":[0.0004840277,0.00008280072,0.0007291335,0.00137937,0.0001178596,3.882881e-7,0.00004995934,0.000007554551,0.01291859,0.1772761,0.8059165,0.001037724],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000994452,0.00009290461,0.00003759542,0.0001588821,0.0002612859,0.003514215,0.00009145819,0.0002044316,0.9946448],"genre_scores_gemma":[0.01653776,0.00001117867,0.0005579417,0.00005171163,0.001908646,0.003311176,0.00005544947,0.0001738455,0.9773923],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7995308,"threshold_uncertainty_score":0.999932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04703873250482343,"score_gpt":0.2943282496188216,"score_spread":0.2472895171139982,"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."}}