{"id":"W7071361197","doi":"","title":"Seguimiento de la calidad del agua mediante imágenes de satélite","year":2023,"lang":"es","type":"dissertation","venue":"UPM Digital Archive (Technical University of Madrid)","topic":"Clay minerals and soil interactions","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Reflectivity; Context (archaeology)","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":[0.0004940793,0.0006495347,0.0005287096,0.0006942287,0.0003636452,0.001850254,0.0006557161,0.0009540074,0.004683454],"category_scores_gemma":[0.0009413697,0.0003351606,0.0005315575,0.0006734411,0.000439792,0.0009715026,0.0006366425,0.0007376106,0.001183744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001021929,"about_ca_system_score_gemma":0.0005715479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01050222,"about_ca_topic_score_gemma":0.0246065,"domain_scores_codex":[0.9996012,0.00003872683,0.00001256875,0.0001537527,0.0001423436,0.00005148106],"domain_scores_gemma":[0.9994639,0.0001305442,0.00007332553,0.00003571069,0.0002593767,0.00003727635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001113149,0.0002054409,0.04468981,0.000569163,0.00009778064,0.0002117348,0.001189682,0.006864974,0.756281,0.001127253,0.0008327342,0.1868173],"study_design_scores_gemma":[0.00004743367,0.002319414,0.2471723,0.0002509784,0.0003158962,0.000375096,0.003386574,0.07743108,0.6276215,0.002536952,0.03828401,0.0002588221],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9056951,0.002781222,0.06692592,0.0004062623,0.0002538818,0.0001443159,0.001088243,0.0006131472,0.0220919],"genre_scores_gemma":[0.9210967,0.001971441,0.05864642,0.0002252218,0.00005335093,0.0001319971,0.0005395187,0.0002235207,0.01711184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01050222,"threshold_uncertainty_score":0.02088219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01052947728347113,"score_gpt":0.2585138317321922,"score_spread":0.247984354448721,"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."}}