{"id":"W4302532244","doi":"","title":"Pigments and photoacclimation processes","year":2011,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Color Science and Applications","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Pigment; Environmental science; Oceanography; Astrobiology; Biology; Geology; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001182884,0.0002056709,0.0001956667,0.00008735446,0.0003239073,0.000297579,0.0006007403,0.00008544329,0.000332963],"category_scores_gemma":[0.0001055806,0.0002133554,0.00006886761,0.0002562632,0.0001578049,0.0001602713,0.0007799246,0.0002722061,0.00004307815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000232232,"about_ca_system_score_gemma":0.0002235961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001164685,"about_ca_topic_score_gemma":0.0002345415,"domain_scores_codex":[0.9982643,0.0004928273,0.0002836103,0.0005492234,0.0001924849,0.000217557],"domain_scores_gemma":[0.9974318,0.0002950333,0.000323894,0.0008965675,0.0009343022,0.0001184297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001420786,0.002075398,0.06214016,0.0005875154,0.0001972384,0.000001073517,0.03394497,0.00004047489,0.005577738,0.6588355,0.002051112,0.2345347],"study_design_scores_gemma":[0.002048254,0.000001757267,0.04451942,0.004679816,0.0003665254,0.000007123641,0.002005201,0.01980561,0.4006438,0.478206,0.0449344,0.002782116],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5893279,0.0004200469,0.1545487,0.003262321,0.0001212705,0.0008664892,0.0001350798,0.0001716077,0.2511466],"genre_scores_gemma":[0.98467,0.0001192424,0.01118206,0.00003384672,0.00002412074,0.000239844,0.0003148418,0.0000191152,0.003396936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3953421,"threshold_uncertainty_score":0.870038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01716451780627855,"score_gpt":0.2371055498853165,"score_spread":0.219941032079038,"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."}}