{"id":"W4307574636","doi":"10.1007/978-3-031-13234-6_8","title":"Design Management and Advanced Technologies in the Development and Production of a Modern Recreational Craft","year":2022,"lang":"en","type":"book-chapter","venue":"Proceedings in engineering mechanics","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Hull; Craft; Engineering; Manufacturing engineering; Buoyancy; Marine engineering; Recreation; Mechanical engineering; Production (economics); Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002823335,0.000309172,0.0001227362,0.0006512412,0.0008409391,0.002363812,0.0004333152,0.0006553137,0.008961716],"category_scores_gemma":[0.0002663646,0.000229414,0.0001563889,0.0007670106,0.00200448,0.001016007,0.0008274974,0.0008291498,0.0009595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001536881,"about_ca_system_score_gemma":0.001475335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003467669,"about_ca_topic_score_gemma":0.01346313,"domain_scores_codex":[0.9997713,0.00006937666,0.000007558505,0.00002875178,0.00009885956,0.00002425439],"domain_scores_gemma":[0.99992,0.00003895027,0.00000865434,0.000009164773,0.00001168431,0.00001146074],"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":[0.00003843349,0.0001182176,0.001169734,0.000216498,0.000007096936,0.0003193662,0.005461522,0.005119581,0.003407699,0.5492476,0.03195721,0.402937],"study_design_scores_gemma":[0.000005128919,0.00007446016,0.003105806,0.0003882026,0.000006826057,0.0004741923,0.002988236,0.003427102,0.001452444,0.09259491,0.8954653,0.00001741274],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03374101,0.02690731,0.03580708,0.0022065,0.0003360121,0.00005930865,0.00003357435,0.0001168347,0.9007924],"genre_scores_gemma":[0.1568341,0.009921489,0.01702951,0.0003123996,0.0001287286,0.00004251847,0.00003189096,0.00005712892,0.8156422],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.008961716,"threshold_uncertainty_score":0.02997988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02123798091599573,"score_gpt":0.2114591924529376,"score_spread":0.1902212115369419,"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."}}