{"id":"W7092359085","doi":"10.21428/70cb44c5.231014cb","title":"Involute Gearbox Design &amp; Build: An Introductory CNC Mill Project","year":2025,"lang":"en","type":"article","venue":"","topic":"Diffusion and Search Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Involute; Numerical control; Rolling mill; Mill; Component (thermodynamics)","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":[],"consensus_categories":[],"category_scores_codex":[0.0003161227,0.0001341903,0.0001128434,0.000101313,0.00007718027,0.00004073726,0.0002724654,0.0001330881,0.00004762185],"category_scores_gemma":[0.0001490743,0.0001161084,0.00005666837,0.0001547031,0.0000790524,0.000003233752,0.0001726705,0.0001015794,0.00002061614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001816517,"about_ca_system_score_gemma":0.00026883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001071159,"about_ca_topic_score_gemma":0.0003795698,"domain_scores_codex":[0.9989361,0.0001435253,0.0001508606,0.0003981293,0.0001134814,0.000257897],"domain_scores_gemma":[0.9992531,0.00001143166,0.00002360747,0.0005387259,0.00009867024,0.00007444417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001582318,0.0002263308,0.0006883187,0.00002420957,0.00006422225,0.00000208451,0.00007045694,0.00006158402,0.9234888,0.002038324,0.06389421,0.009283209],"study_design_scores_gemma":[0.0008966508,0.000382103,0.001663016,0.00001470161,0.00002329254,0.000007139394,0.0001682896,0.002231178,0.05642115,0.0007211433,0.9370648,0.0004065711],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8604649,0.0005455212,0.1177335,0.0008604508,0.0004920965,0.000673903,0.00001526996,0.00009203161,0.01912233],"genre_scores_gemma":[0.6437745,0.001159307,0.09191133,0.008443305,0.0007660314,0.0001129547,0.0007171779,0.00008120347,0.2530342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8731706,"threshold_uncertainty_score":0.4734761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02374815057125687,"score_gpt":0.3172184913564975,"score_spread":0.2934703407852406,"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."}}