{"id":"W4383875882","doi":"10.1002/cem.3508","title":"Planetary and space science special issue","year":2023,"lang":"en","type":"article","venue":"Journal of Chemometrics","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; York University","funders":"","keywords":"Space (punctuation); Work (physics); Space Science; Field (mathematics); Engineering ethics; Political science; Environmental ethics; Sociology; Computer science; Operations research; Engineering; Mathematics; Philosophy","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":[0.001189767,0.00006749464,0.0001389222,0.0008003396,0.00009975227,0.0001256987,0.000714758,0.0000394876,0.00003571672],"category_scores_gemma":[0.001291111,0.00005625123,0.00003109872,0.005232934,0.0001077581,0.0003806675,0.0002590834,0.0001779441,0.00003137523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002168818,"about_ca_system_score_gemma":0.0001057749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.414274e-7,"about_ca_topic_score_gemma":8.468984e-8,"domain_scores_codex":[0.9989337,0.000009192798,0.0001992647,0.0001390957,0.0005001152,0.0002186601],"domain_scores_gemma":[0.9991463,0.0001375334,0.000182664,0.0001620795,0.0002321011,0.0001393491],"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":[0.0000463843,0.0001902924,0.03484702,0.0002819977,0.0000789628,0.002225661,0.003528628,0.001776279,0.04158995,0.01282906,0.5560191,0.3465867],"study_design_scores_gemma":[0.0006145435,0.0002189945,0.04361428,0.00004241374,0.0000111689,0.001294908,0.0002376943,0.008247729,0.04182808,0.01091466,0.8926976,0.0002778995],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6660718,0.001244496,0.0204669,0.08365341,0.006912244,0.000188315,0.000004025288,0.0002159266,0.2212429],"genre_scores_gemma":[0.9695339,0.0004025116,0.02015596,0.0003236892,0.003924695,3.456496e-7,6.951641e-7,0.000003084999,0.005655068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3463088,"threshold_uncertainty_score":0.2514251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0177958703855056,"score_gpt":0.2390716247777191,"score_spread":0.2212757543922135,"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."}}