{"id":"W4387128629","doi":"10.26226/m.64429f3ac680fa2666996bb8","title":"Investigation of Image Velocimetry techniques for discharge measurements in Canadian Rivers (Room 312, Tuesday June 27th, 2:00pm-3:30pm)","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Flow Measurement and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Particle image velocimetry; Velocimetry; Environmental science; Optics; Meteorology; Geography; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0011602,0.0003929996,0.0005881927,0.00131299,0.00005341748,0.00005664259,0.0004081126,0.0003649597,0.00007642926],"category_scores_gemma":[0.0001445591,0.0004218095,0.000259986,0.00057903,0.00004931368,0.000149197,0.00009321871,0.000385709,0.00002541593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007668992,"about_ca_system_score_gemma":0.0002773558,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08772799,"about_ca_topic_score_gemma":0.3372944,"domain_scores_codex":[0.9978229,0.00004866223,0.0006587795,0.0004406212,0.0004771982,0.0005517688],"domain_scores_gemma":[0.9989425,0.00003542375,0.0001162052,0.0004458643,0.0002150456,0.0002449683],"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":[0.00004786217,0.0001052516,0.2793077,0.009130006,0.003290823,0.00001894492,0.00252079,0.01328177,0.5206693,0.0005354864,0.1627367,0.008355456],"study_design_scores_gemma":[0.001125558,0.00005260357,0.01292611,0.001992725,0.0006329454,5.021349e-7,0.000261218,0.05722747,0.914094,0.006064818,0.003564591,0.002057497],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7859707,0.003255505,0.1175247,0.006077195,0.01501346,0.01748349,0.004083435,0.00885656,0.04173502],"genre_scores_gemma":[0.9757655,0.0001671029,0.02086075,0.00004897082,0.0001622162,0.0003671788,0.0008979039,0.0001622109,0.001568216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3934247,"threshold_uncertainty_score":0.9998234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05544593218277314,"score_gpt":0.2533605254968483,"score_spread":0.1979145933140752,"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."}}