{"id":"W4391552449","doi":"10.1007/978-3-031-49121-4_3","title":"Experimental Apparatus","year":2023,"lang":"en","type":"book-chapter","venue":"Springer theses","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science","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":[0.00004441038,0.0002802455,0.0002973563,0.00004773239,0.00007736261,0.00003821076,0.0001754942,0.00008040115,0.001838937],"category_scores_gemma":[0.000003461839,0.0002637265,0.000150594,0.00001469891,0.00004596409,0.00003029493,0.0001405754,0.0002498286,0.001260882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003168477,"about_ca_system_score_gemma":0.00002612524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001281994,"about_ca_topic_score_gemma":7.40662e-7,"domain_scores_codex":[0.9990388,0.00000472044,0.0001845621,0.0003158512,0.0001667468,0.0002893143],"domain_scores_gemma":[0.9994029,0.00008181135,0.00009494106,0.0002925367,0.00002476312,0.0001029788],"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":[0.000006729856,0.00001451642,0.000002039295,0.000005489387,0.00008078627,0.000008592415,0.00002986997,0.000008642217,0.0003383695,0.990805,0.0000894615,0.00861047],"study_design_scores_gemma":[0.0001181332,0.00004159404,0.00000473889,0.00008552396,0.00003057831,3.697292e-7,0.00005054838,0.0004463606,0.001087819,0.9330119,0.06471172,0.0004107228],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00009458248,0.0001420725,0.01347195,0.00001363855,0.0004793637,0.0001644757,0.0002692601,0.0001020069,0.9852626],"genre_scores_gemma":[0.2336985,0.00001080927,0.0006966004,0.00001879199,0.0005088256,0.00002867086,0.00006890169,0.0001563714,0.7648125],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2336039,"threshold_uncertainty_score":0.9999815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02741619724248762,"score_gpt":0.270232765755897,"score_spread":0.2428165685134094,"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."}}