{"id":"W2997332380","doi":"10.1007/978-981-15-0833-2_7","title":"Birth and Development of Modern Mechanical Engineering Discipline","year":2020,"lang":"en","type":"book-chapter","venue":"","topic":"Mechanics and Biomechanics Studies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Industrial Revolution; Engineering; Manufacturing engineering; Period (music); Mechanical engineering; Industrial engineering; Political science; Art; Law; Aesthetics","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"],"consensus_categories":[],"category_scores_codex":[0.00006935247,0.00034364,0.0004960177,0.0001035023,0.00003061209,0.00001197319,0.0001237763,0.0001995133,0.00009722176],"category_scores_gemma":[0.000005108298,0.0003029618,0.00006067474,0.00002334736,0.000008061582,0.00002084237,0.0002783365,0.0002129454,0.00001710135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003456955,"about_ca_system_score_gemma":0.000020271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.003618e-7,"about_ca_topic_score_gemma":0.000007449376,"domain_scores_codex":[0.9989447,9.758805e-7,0.0004154044,0.0002604438,0.0002079787,0.000170478],"domain_scores_gemma":[0.999634,0.00002062477,0.00004583127,0.0001526078,0.00003176917,0.0001151774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001056111,0.00001077952,1.660244e-7,0.001468175,0.0007389051,0.00001413471,0.000362627,0.0003252212,0.03059723,0.9151809,0.0002985618,0.05099279],"study_design_scores_gemma":[0.0006677423,0.0001594334,0.000001840111,0.000589327,0.0001321585,0.00001372182,0.00003480243,0.7056938,0.03703364,0.06415034,0.1895857,0.001937509],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0002255863,0.006189002,0.861627,0.0001501488,0.0008186792,0.0006517145,0.0001625726,0.0009923885,0.1291829],"genre_scores_gemma":[0.5521044,0.008398651,0.308587,0.0001603673,0.0009108148,0.0001005464,0.0002637754,0.001257694,0.1282167],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8510305,"threshold_uncertainty_score":0.9999422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02058350729868122,"score_gpt":0.190593720159521,"score_spread":0.1700102128608398,"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."}}