{"id":"W7079731392","doi":"10.57745/2uyegs","title":"Compo_SPMIX_PhytoPAM.csv","year":2025,"lang":"en","type":"dataset","venue":"Recherche Data Gouv France","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Cyanobacteria; Diatom; Chlorophyll; Chlorophyll a; Fluorescence","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":["metaepi_narrow","open_science","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002242712,0.0005122981,0.0006374935,0.0001119906,0.0001744819,0.0002422065,0.01452337,0.001142186,0.000152199],"category_scores_gemma":[0.002507641,0.0005093286,0.00009786976,0.001040286,0.0001123743,0.0004901405,0.005871745,0.002367715,0.0001809749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001074232,"about_ca_system_score_gemma":0.000617063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002636495,"about_ca_topic_score_gemma":0.00003703456,"domain_scores_codex":[0.9962083,0.0005232922,0.0005107961,0.001729855,0.000420511,0.0006073173],"domain_scores_gemma":[0.9888476,0.001067048,0.0003084244,0.009455686,0.0001855493,0.0001357304],"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":[0.000002725243,0.00007676105,0.000005908021,0.0004242618,0.00004575055,0.00004511946,0.000009269111,0.00001121333,0.00001898734,0.0001830443,0.9926514,0.006525544],"study_design_scores_gemma":[0.0001941938,0.00001466805,0.00001909022,0.0002963417,0.0000274848,0.0000202442,0.000003316149,0.001787318,0.0001530224,0.0021241,0.994848,0.0005122867],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[3.619257e-7,0.001540869,0.02195816,0.003904674,0.001145387,0.000238759,0.965548,0.0001940171,0.005469769],"genre_scores_gemma":[0.000001730015,0.001005918,0.02569349,0.001529283,0.0003242846,0.00003427983,0.9596227,0.000003238872,0.01178507],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.008651623,"threshold_uncertainty_score":0.9999338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1639064809989613,"score_gpt":0.3635228338703512,"score_spread":0.1996163528713899,"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."}}