{"id":"W7037099986","doi":"","title":"Développement d’une sonde fibrée pour l’analyse de la luminance spectrale sous-marine","year":2021,"lang":"fr","type":"other","venue":"Corpus Université Laval (Université Laval)","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multispectral pattern recognition; Reflectivity; Spectral analysis","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":[0.001205693,0.0009535903,0.0007686957,0.001106386,0.0007159263,0.001543789,0.001042258,0.001514598,0.005833589],"category_scores_gemma":[0.001446163,0.0006362046,0.0009605491,0.0008415419,0.0006827911,0.001756502,0.0008861877,0.0009917303,0.002179216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001260474,"about_ca_system_score_gemma":0.001177698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00876239,"about_ca_topic_score_gemma":0.0125575,"domain_scores_codex":[0.9986429,0.00009984332,0.0000450376,0.0004007855,0.0006982046,0.0001133271],"domain_scores_gemma":[0.998131,0.000354638,0.0001505008,0.0002407957,0.001019852,0.0001032284],"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":[0.0003692775,0.0001205973,0.005550869,0.000488588,0.00009855804,0.0003237921,0.0008101147,0.00409648,0.8135093,0.002146511,0.001911733,0.1705742],"study_design_scores_gemma":[0.00008040189,0.001202504,0.02302213,0.000162179,0.0002076833,0.001610376,0.0005174758,0.0594908,0.8200772,0.001050442,0.09230624,0.0002727666],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2370075,0.002675079,0.7363192,0.0005992629,0.0007298498,0.0004997734,0.0009330525,0.005130485,0.01610576],"genre_scores_gemma":[0.4031447,0.001561337,0.5596793,0.0003382627,0.0001260533,0.0005163119,0.001234799,0.0005720467,0.03282731],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00876239,"threshold_uncertainty_score":0.01951534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01144962906766047,"score_gpt":0.2311937655277588,"score_spread":0.2197441364600984,"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."}}