{"id":"W4386641426","doi":"10.54254/2754-1169/20/20230191","title":"General Risks of CRM&N Product Development Process: A Case Study of a Medical Device Manufacturing Company","year":2023,"lang":"en","type":"article","venue":"Advances in Economics Management and Political Sciences","topic":"Technology Assessment and Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"New product development; Product (mathematics); Business; Risk analysis (engineering); Production (economics); Medical equipment; Service (business); Process (computing); Operations management; Workload; Sample (material); Process management; Computer science; Engineering; Marketing; Medicine; Economics","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":[0.003743202,0.0006106657,0.0002904905,0.00250233,0.003504376,0.002762808,0.001307811,0.00237343,0.001676797],"category_scores_gemma":[0.006165791,0.0004689258,0.0008284583,0.001668282,0.001807197,0.002262582,0.001519546,0.001222529,0.0002775955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003592915,"about_ca_system_score_gemma":0.00260609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009655706,"about_ca_topic_score_gemma":0.01022013,"domain_scores_codex":[0.9949771,0.002494049,0.0002677774,0.0003511409,0.001348806,0.0005611086],"domain_scores_gemma":[0.9907556,0.006255375,0.001401356,0.0002700745,0.0007685655,0.0005490637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.001275874,0.007460449,0.4052035,0.002259536,0.0002846524,0.1483648,0.1802536,0.05675764,0.01571431,0.04296938,0.004680646,0.1347757],"study_design_scores_gemma":[0.0003246956,0.005872249,0.2588594,0.001544627,0.0005510192,0.05574369,0.4178816,0.1468469,0.02460784,0.01000201,0.07728468,0.0004813209],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808225,0.0005686054,0.007964281,0.0006145792,0.00001174703,0.0003334344,0.00007007214,0.00001753746,0.009597261],"genre_scores_gemma":[0.9893911,0.0009103585,0.00645095,0.00008466373,0.00001228201,0.0001169194,0.00005619901,0.0000081479,0.0029694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009655706,"threshold_uncertainty_score":0.02606851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.051053939889291,"score_gpt":0.3585393922891099,"score_spread":0.3074854523998188,"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."}}