{"id":"W7125601542","doi":"10.34943/f3447543-9c7c-41c5-8219-d2eaf7693c60","title":"Mantis Transmissometer Deployed 2025-08-24","year":2025,"lang":"en","type":"dataset","venue":"Ocean Networks Canada Society","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mantis; Attenuation; Detector; Transmission (telecommunications); Measure (data warehouse); Quality assurance; On board; Satellite","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":[0.000692351,0.001528271,0.0008257469,0.002044354,0.0008018498,0.001372285,0.002071134,0.001150645,0.0158843],"category_scores_gemma":[0.002926694,0.0003585182,0.0005892593,0.003988736,0.0003711373,0.001221953,0.001153485,0.001158836,0.03827931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001670746,"about_ca_system_score_gemma":0.002616587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1618867,"about_ca_topic_score_gemma":0.2361842,"domain_scores_codex":[0.999228,0.00008503271,0.00005893988,0.0002350745,0.0002616091,0.0001313232],"domain_scores_gemma":[0.9990433,0.00008137459,0.00006876158,0.0002266661,0.0004713422,0.0001085156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006318848,0.00002470198,0.002165019,0.0001730829,0.00001926644,0.00003738107,0.00003038399,0.0007723961,0.0001856999,0.0006257003,0.9922155,0.003687724],"study_design_scores_gemma":[0.00009222009,0.00002307902,0.01023371,0.0001507957,0.0000174051,0.00005981774,0.0001992089,0.002159907,0.0005996057,0.0009873022,0.9854383,0.00003859164],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.000923272,0.0000806343,0.0001738732,0.0001101885,0.00004671092,0.00002175347,0.9958539,0.000688149,0.002101581],"genre_scores_gemma":[0.001444008,0.00003671634,0.000353836,0.00003527092,0.000008812333,0.00003780631,0.9969133,0.00005638906,0.001113922],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1618867,"threshold_uncertainty_score":0.3218889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007212428661379257,"score_gpt":0.2135484076895132,"score_spread":0.206335979028134,"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."}}