{"id":"W7048611386","doi":"","title":"Measurement techniques to characterize bubble motion in swarms","year":2007,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Motion (physics); Bubble; Tracking (education); Noise (video); Measure (data warehouse)","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":[0.0007479809,0.0003887865,0.000485284,0.002578174,0.0004292844,0.0007275292,0.0007280726,0.0006937234,0.001750257],"category_scores_gemma":[0.003275611,0.0003308992,0.0002961592,0.00190459,0.0003772628,0.0009684694,0.0008559687,0.0009279316,0.0009617478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003792152,"about_ca_system_score_gemma":0.0002623594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0016585,"about_ca_topic_score_gemma":0.001965403,"domain_scores_codex":[0.9995065,0.00007749335,0.00002640242,0.0001044928,0.0002449565,0.00004008526],"domain_scores_gemma":[0.998831,0.0004341074,0.000197424,0.0001498459,0.0003199638,0.00006776265],"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":[0.0002595559,0.0002005108,0.03929541,0.0006681525,0.000156129,0.0002312712,0.001054582,0.01291035,0.608496,0.00681641,0.005105793,0.3248059],"study_design_scores_gemma":[0.0001054319,0.001105909,0.1274961,0.0001882945,0.0002209574,0.00120373,0.001265377,0.604468,0.2258494,0.01201322,0.02585814,0.0002254912],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1922784,0.003797775,0.7910007,0.0004616913,0.0002917546,0.0003864771,0.001240509,0.001745514,0.008797172],"genre_scores_gemma":[0.7366911,0.001848751,0.256053,0.0001489574,0.0001338675,0.0005784441,0.0009419869,0.0002095993,0.00339433],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002578174,"threshold_uncertainty_score":0.005855203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03418266934006892,"score_gpt":0.2711344916888596,"score_spread":0.2369518223487907,"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."}}