{"id":"W1968812268","doi":"10.1364/oe.17.009408","title":"Effect of particulate aggregation in aquatic environments on the beam attenuation and its utility as a proxy for particulate mass","year":2009,"lang":"en","type":"article","venue":"Optics Express","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":109,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Attenuation; Particulates; Materials science; Beam (structure); SPHERES; Attenuation coefficient; Particle size; Suspension (topology); Particle-size distribution; Range (aeronautics); Optics; Mineralogy; Chemistry; Physics; Composite material","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":[0.0003505092,0.0002936535,0.000192347,0.0001817228,0.0002024971,0.0002885451,0.0001959744,0.0002398558,0.0005956835],"category_scores_gemma":[0.0006000043,0.0001548892,0.0002471615,0.0001880772,0.0003086722,0.0001955827,0.0003139644,0.0003698302,0.0001257726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003144545,"about_ca_system_score_gemma":0.0001625909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003189306,"about_ca_topic_score_gemma":0.002398882,"domain_scores_codex":[0.99978,0.00004370956,0.00001097519,0.00005488381,0.00007483443,0.00003557896],"domain_scores_gemma":[0.9992455,0.0003987457,0.0001629918,0.00004213249,0.0001083874,0.00004232168],"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":[0.0002689967,0.00003401622,0.01281342,0.00007406226,0.00002975573,0.0001157766,0.0001172056,0.00332468,0.9784204,0.00008713212,0.00007234971,0.004642114],"study_design_scores_gemma":[0.00001114351,0.001039273,0.09649218,0.00001306533,0.00005998366,0.0001584718,0.0001570082,0.01541564,0.8857102,0.0001391984,0.0007809305,0.00002272554],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953998,0.000680976,0.002900047,0.00003706029,0.000007223686,0.00001239411,0.00009513499,0.0000387892,0.0008284628],"genre_scores_gemma":[0.9976881,0.0004624402,0.001287458,0.00003036662,0.000004195342,0.00001224602,0.00007738055,0.000009363097,0.0004285647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003189306,"threshold_uncertainty_score":0.006341457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01175074414184099,"score_gpt":0.2197995129280304,"score_spread":0.2080487687861894,"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."}}