{"id":"W3205913320","doi":"10.3390/machines9100244","title":"A Systematic Review of Product Design for Space Instrument Innovation, Reliability, and Manufacturing","year":2021,"lang":"en","type":"review","venue":"Machines","topic":"Technology Assessment and Management","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Innovation and Technology Commission - Hong Kong; Hong Kong Polytechnic University","keywords":"Space (punctuation); Product (mathematics); Resource (disambiguation); Product design; New product development; Reliability (semiconductor); Key (lock); Systems engineering; Computer science; Service (business); Design review (U.S. government); Product engineering; Risk analysis (engineering); Manufacturing engineering; Engineering; Business; Operations management; Product testing; Marketing; Mathematics; Computer security","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":[0.006785139,0.001709071,0.004473797,0.01473068,0.0009843197,0.0030699,0.001687485,0.002091394,0.005753803],"category_scores_gemma":[0.0316395,0.0008056698,0.004745081,0.01541819,0.0009821652,0.003348506,0.001531397,0.001367282,0.0007850347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003969901,"about_ca_system_score_gemma":0.01848797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006587509,"about_ca_topic_score_gemma":0.02159083,"domain_scores_codex":[0.9919469,0.002514059,0.002680572,0.0005305269,0.002111288,0.0002166369],"domain_scores_gemma":[0.979624,0.01375653,0.003014291,0.0003969032,0.002978043,0.0002303033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00006444305,0.00002451241,0.0003169943,0.8885962,0.001356776,0.0001480976,0.0002702677,0.0001300001,0.0003289476,0.0009941962,0.005049147,0.1027206],"study_design_scores_gemma":[0.00007620654,0.0001595268,0.002260832,0.8593313,0.01148004,0.0006381754,0.0003665859,0.0001025895,0.0003062164,0.0008919312,0.1243466,0.00004007848],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003306461,0.998078,0.0002620002,0.0002504883,0.0001844842,0.0001857913,0.0001939289,0.000007503824,0.0005071184],"genre_scores_gemma":[0.003290079,0.9948515,0.0008115142,0.0003148908,0.00006237958,0.0002988768,0.0001568869,0.000004130168,0.0002097597],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01473068,"threshold_uncertainty_score":0.03588367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02968811217360019,"score_gpt":0.2993987948718421,"score_spread":0.2697106826982419,"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."}}