{"id":"W4404568774","doi":"10.1117/12.3037730","title":"EarthDaily Constellation: daily global scientific quality imagery for environmental monitoring","year":2024,"lang":"en","type":"article","venue":"","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Future Earth","funders":"","keywords":"Constellation; Remote sensing; Earth observation; Environmental science; Environmental monitoring; Satellite constellation; Earth system science; Environmental resource management; Satellite; Computer science; Meteorology; Geography; Geology; Engineering","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":[0.001564886,0.0007286456,0.0004726739,0.001732277,0.0004168506,0.0009829351,0.001269004,0.0006613006,0.01443726],"category_scores_gemma":[0.001984904,0.0003840677,0.0004173345,0.002287891,0.0003283397,0.001546749,0.001622126,0.001231074,0.008310829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006032999,"about_ca_system_score_gemma":0.001075421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01070805,"about_ca_topic_score_gemma":0.01500046,"domain_scores_codex":[0.9989503,0.0001119905,0.00003509107,0.000170299,0.0005887966,0.0001435309],"domain_scores_gemma":[0.9984989,0.00007417722,0.0001353113,0.0003697761,0.0006571452,0.0002646025],"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":[0.0006149462,0.0001886198,0.01211299,0.0003014308,0.000161978,0.0001182791,0.0002590934,0.004735753,0.02084827,0.002746799,0.8432996,0.1146123],"study_design_scores_gemma":[0.0005936262,0.0002048893,0.1059631,0.0001405907,0.00007034506,0.0002432439,0.0003241936,0.03916323,0.01958467,0.004058779,0.8295112,0.0001421931],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.04963119,0.001531822,0.09085307,0.001962882,0.0009163604,0.001881963,0.697136,0.06315988,0.09292686],"genre_scores_gemma":[0.1153258,0.0004531743,0.1318521,0.0007019584,0.0002386902,0.0007482852,0.734588,0.005745841,0.01034623],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01443726,"threshold_uncertainty_score":0.04829746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03148406865452488,"score_gpt":0.2827785089447609,"score_spread":0.2512944402902361,"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."}}