{"id":"W7047858405","doi":"","title":"Investigation of Manufacturing Method for Odd-holed Plates for Gasketed Plate Heat Exchangers","year":2023,"lang":"sv","type":"other","venue":"Lund University Publications Student Papers (Lund University)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Patent analysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006169983,0.0004621652,0.0002881297,0.0008040407,0.0003574237,0.0008511125,0.0005794369,0.0005821266,0.005248764],"category_scores_gemma":[0.0009565044,0.0003002246,0.0007354614,0.0005203789,0.0002637373,0.0007622434,0.0002673898,0.0005798864,0.001258716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003421082,"about_ca_system_score_gemma":0.0004317286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007433557,"about_ca_topic_score_gemma":0.002276009,"domain_scores_codex":[0.9994412,0.00006569777,0.00003204963,0.00009529459,0.0003143443,0.00005149021],"domain_scores_gemma":[0.9994082,0.0001634213,0.0001095023,0.00006900747,0.0002175347,0.00003235388],"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":[0.0005066051,0.0002462461,0.00348773,0.002478855,0.00005721931,0.000654968,0.0004206205,0.005493213,0.9030237,0.001818703,0.001747081,0.080065],"study_design_scores_gemma":[0.00003635954,0.00188336,0.0123125,0.0001392258,0.0001203466,0.0006662502,0.0005642977,0.0108315,0.9484524,0.0003714223,0.02454565,0.00007668007],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8884616,0.01425977,0.07127979,0.0007261068,0.0008142983,0.0005926769,0.0008085472,0.0007302589,0.02232704],"genre_scores_gemma":[0.9132826,0.004049016,0.06881101,0.0001106295,0.00005095705,0.0001660958,0.0004332671,0.0001298229,0.01296656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005248764,"threshold_uncertainty_score":0.01755881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02583335320070593,"score_gpt":0.2658050131909724,"score_spread":0.2399716599902665,"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."}}