{"id":"W4244176661","doi":"10.32920/ryerson.14649732.v1","title":"Some assembly required: design &lt;-- --&gt; manufacturing design &lt;-- --&gt; assembly manufacturing &lt;-- --&gt; assembly","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Modular design; Engineering; Design for assembly; Modular programming; Manufacturing engineering; Process (computing); Systems engineering; Engineering design process; Architecture; Design for manufacturability; Computer science; Mechanical engineering","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","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.002777961,0.004109782,0.003566161,0.001894663,0.0009693159,0.002190555,0.003587428,0.002744699,0.0005089498],"category_scores_gemma":[0.0002386441,0.004350622,0.001801924,0.0006195306,0.0002247656,0.001688421,0.002489514,0.003743391,0.0009249629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001690833,"about_ca_system_score_gemma":0.001158121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004998591,"about_ca_topic_score_gemma":0.00009130783,"domain_scores_codex":[0.9839011,0.0015213,0.003412683,0.004084727,0.003322739,0.003757492],"domain_scores_gemma":[0.9909676,0.002684857,0.0009808918,0.003482904,0.0004627822,0.001420911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002476474,0.0002359126,0.000003413586,0.001125279,0.001754437,0.001151167,0.0007784786,0.8365301,0.1279938,0.0009324031,0.009911599,0.01933577],"study_design_scores_gemma":[0.002093185,0.0003550482,0.002152656,0.001829451,0.0009815114,0.0005471344,0.0001111354,0.2900887,0.6720967,0.01274299,0.009933811,0.007067683],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.119552,0.007562311,0.8530576,0.0004147906,0.004739506,0.003361268,0.00008942927,0.004652962,0.006570199],"genre_scores_gemma":[0.8243958,0.002033819,0.1643485,0.000619899,0.003258363,0.0009819773,0.0006625328,0.001235885,0.002463202],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7048439,"threshold_uncertainty_score":0.999853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02721893920062779,"score_gpt":0.2382360134206842,"score_spread":0.2110170742200564,"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."}}