{"id":"W2905522530","doi":"10.20381/ruor-22645","title":"Powder Recycling for the Production of Pin Fin Heat Sinks by Cold Gas Dynamic Spray","year":2018,"lang":"en","type":"dissertation","venue":"uO Research (University of Ottawa)","topic":"Metal Alloys Wear and Properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; University of Ottawa","keywords":"Fin; Production (economics); Materials science; Environmental science; Mechanical engineering; Engineering; Economics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002623036,0.0002742242,0.0002514036,0.0003786693,0.0002454603,0.0004068864,0.0003283788,0.0003016143,0.001551233],"category_scores_gemma":[0.0001915737,0.0001691525,0.0004298478,0.0002247558,0.0001889071,0.0002597903,0.0002286752,0.000398565,0.0005248192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003835029,"about_ca_system_score_gemma":0.0003162291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000970533,"about_ca_topic_score_gemma":0.002121951,"domain_scores_codex":[0.9997492,0.00001420596,0.00001029761,0.00004401222,0.0001553752,0.00002687762],"domain_scores_gemma":[0.9999412,0.000008653764,0.00001348751,0.000009290555,0.0000230306,0.000004304002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003452682,0.00001756693,0.000149473,0.0001530916,0.000005674849,0.00007192529,0.00004748159,0.0003929316,0.9863452,0.0003700041,0.00015042,0.01226169],"study_design_scores_gemma":[0.000005899944,0.0001767185,0.0009556521,0.0000161096,0.000010024,0.0001464968,0.00003050793,0.001195788,0.9925699,0.00005338746,0.004833536,0.00000587162],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.913258,0.005872395,0.06222081,0.0001761455,0.0001622912,0.0002250805,0.0001999382,0.0004599795,0.01742533],"genre_scores_gemma":[0.9520723,0.00302867,0.03235979,0.00004877659,0.00001258354,0.00005000597,0.0001333589,0.00009714891,0.01219728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001551233,"threshold_uncertainty_score":0.005189419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04805838261109568,"score_gpt":0.3127581059860001,"score_spread":0.2646997233749044,"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."}}