{"id":"W4400459628","doi":"10.55037/lxlaser.21st.98","title":"A Software Tool For Automated Analysis And Characterization Of Raw PIV Images","year":2024,"lang":"en","type":"article","venue":"","topic":"Cyclone Separators and Fluid Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Software; Characterization (materials science); Computer science; Artificial intelligence; Computer vision; Computer graphics (images); Materials science; Nanotechnology; Programming language","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":[0.00189294,0.001766066,0.001594639,0.003672919,0.001136941,0.002015958,0.002214454,0.001017632,0.03387655],"category_scores_gemma":[0.005289476,0.001471998,0.001009896,0.00213845,0.0007348841,0.001674386,0.00239978,0.002147868,0.01705535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005595245,"about_ca_system_score_gemma":0.001716883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001798519,"about_ca_topic_score_gemma":0.001883186,"domain_scores_codex":[0.9985651,0.0001126267,0.0001436552,0.0002217838,0.0008542189,0.0001026342],"domain_scores_gemma":[0.9968946,0.001074406,0.000229857,0.0005643123,0.001058458,0.0001782996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006315662,0.0002887178,0.004384576,0.00149783,0.0002679456,0.000744606,0.0005886322,0.0164567,0.1022766,0.01058016,0.2252675,0.6370153],"study_design_scores_gemma":[0.000328516,0.0003215695,0.01019152,0.0003082616,0.0001247893,0.001681839,0.000238959,0.4752991,0.189877,0.01197551,0.3090812,0.0005718165],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.002567546,0.00008972749,0.857724,0.00007750004,0.0001118844,0.0003951072,0.003361117,0.1324692,0.003203918],"genre_scores_gemma":[0.04258673,0.0003258453,0.9076967,0.0002320388,0.00009483212,0.002339022,0.01477207,0.02104253,0.01091017],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.03387655,"threshold_uncertainty_score":0.1133283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003111873570480503,"score_gpt":0.2136551811303105,"score_spread":0.21054330755983,"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."}}