{"id":"W4400044522","doi":"10.1364/ao.522909","title":"Color class and structure-related observable fluorescence response in arctic macroalgae as coastal underwater lidar substrates","year":2024,"lang":"en","type":"article","venue":"Applied Optics","topic":"Marine and coastal plant biology","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Sentinelle Nord, Université Laval; Natural Sciences and Engineering Research Council of Canada; ArcticNet","keywords":"Lidar; Underwater; Optics; Arctic; Remote sensing; Fluorescence; Observable; Environmental science; Materials science; Geology; Oceanography; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002350463,0.0001774172,0.0001849762,0.00009132977,0.00007115716,0.0001504164,0.00013876,0.0001635833,0.00065554],"category_scores_gemma":[0.00001964143,0.0001399925,0.00002195361,0.0002521129,0.0001568706,0.00009625753,0.00004039386,0.0002980776,0.00019259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005534003,"about_ca_system_score_gemma":0.00009223662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002606521,"about_ca_topic_score_gemma":0.009899357,"domain_scores_codex":[0.9988694,0.00005314392,0.0002373601,0.0003483666,0.0001256157,0.0003660956],"domain_scores_gemma":[0.9993697,0.0003579434,0.00002856391,0.0001262214,0.00001452653,0.0001029813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01694177,0.0001822202,0.5699933,0.001334074,0.0005162443,0.005003737,0.004194339,0.01370819,0.1501289,0.08466117,0.00118902,0.1521471],"study_design_scores_gemma":[0.002367711,0.002026442,0.7399711,0.0002243739,0.0001454458,0.001137281,0.002417546,0.1282183,0.01559215,0.0829976,0.02302632,0.001875683],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904197,0.0002264424,0.000004373619,0.000368178,0.0001617144,0.0001921922,0.0001256519,0.0000580435,0.008443691],"genre_scores_gemma":[0.9976557,0.0001015928,0.0005361593,0.0001614114,0.00002819929,0.000001755866,0.000264643,0.000006374339,0.001244098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1699779,"threshold_uncertainty_score":0.7177703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008816807193277895,"score_gpt":0.2000796067348976,"score_spread":0.1912627995416196,"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."}}