{"id":"W4243178477","doi":"10.1007/1-4020-3100-9_4","title":"In-Water Instrumentation and Platforms for Ocean Color Remote Sensing Applications","year":2005,"lang":"en","type":"book-chapter","venue":"Remote sensing and digital image processing","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Instrumentation (computer programming); Remote sensing; Environmental science; Ocean color; Computer science; Engineering; Geology; Aerospace engineering; Satellite; Operating system","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":[0.0001912432,0.0006607944,0.0003075612,0.0006384316,0.0003286939,0.0007187537,0.001377593,0.0006734498,0.01764256],"category_scores_gemma":[0.0001979204,0.0003792152,0.000225549,0.001011697,0.0002480685,0.001538202,0.0006524925,0.0006326226,0.007299916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003378784,"about_ca_system_score_gemma":0.0003653867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008445176,"about_ca_topic_score_gemma":0.001797703,"domain_scores_codex":[0.9998117,0.00001062269,0.00000495339,0.00002710577,0.0001309787,0.00001463364],"domain_scores_gemma":[0.9998899,0.00001962937,0.000006693702,0.00002119315,0.00005400099,0.000008688811],"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":[0.00007394907,0.00007148311,0.0007558885,0.0004366424,0.00001710426,0.0001723421,0.0002052719,0.0015741,0.1671282,0.020659,0.05135779,0.7575482],"study_design_scores_gemma":[0.00001130154,0.00009162375,0.001423687,0.00006782231,0.00003138329,0.0004602149,0.00006694847,0.005114907,0.1056235,0.007456162,0.8796251,0.00002748634],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0145821,0.009701279,0.734053,0.0009667309,0.001340346,0.0003045465,0.001524618,0.005986027,0.2315414],"genre_scores_gemma":[0.08844339,0.01324993,0.2860829,0.0007681337,0.0004124369,0.0002747097,0.002814272,0.001510251,0.606444],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01764256,"threshold_uncertainty_score":0.05902022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02180219865575892,"score_gpt":0.2582959340909352,"score_spread":0.2364937354351762,"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."}}