{"id":"W156382471","doi":"10.5281/zenodo.12607","title":"Zooplankton Imaging With The Lightframe On-Sight Keyspecies Investigation (Loki) System","year":2014,"lang":"en","type":"article","venue":"Figshare","topic":"Identification and Quantification in Food","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Zooplankton; Sight; Astronomy; Geology; Remote sensing; Physics; Oceanography","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":[0.0004790006,0.0003155217,0.0002083729,0.001233175,0.000507195,0.0005085985,0.0005168082,0.0005660211,0.05210735],"category_scores_gemma":[0.0003791458,0.0004319808,0.0004037441,0.0005698834,0.0001661956,0.0006531414,0.001063813,0.0005836305,0.01409838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004486629,"about_ca_system_score_gemma":0.0006760294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004316196,"about_ca_topic_score_gemma":0.02112507,"domain_scores_codex":[0.999781,0.00001350044,0.00001119069,0.00008202557,0.00008518531,0.00002709543],"domain_scores_gemma":[0.9997659,0.00003063641,0.00001832385,0.00006379063,0.00007915121,0.00004213349],"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":[0.0003613393,0.00007220052,0.008353013,0.0005033623,0.0001119252,0.0002401702,0.0003020026,0.001682226,0.689194,0.00217258,0.1324389,0.1645683],"study_design_scores_gemma":[0.0001886579,0.0003419997,0.1334457,0.0003837456,0.0001708835,0.001884376,0.0003302932,0.05041921,0.2433844,0.003186674,0.5659755,0.0002884592],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1079851,0.0009483645,0.65655,0.001102787,0.0005657909,0.001205108,0.1237235,0.04575098,0.06216833],"genre_scores_gemma":[0.09757159,0.0004398918,0.8183798,0.000745932,0.00006948863,0.0008889346,0.04457167,0.003970642,0.03336205],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05210735,"threshold_uncertainty_score":0.1743165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01571277646536625,"score_gpt":0.2144727058830693,"score_spread":0.1987599294177031,"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."}}