{"id":"W7083688189","doi":"10.5281/zenodo.17224242","title":"TARSIS. Science Document","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Economic and Technological Innovation","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fractal Systems (Canada)","funders":"","keywords":"Spectrograph; Galaxy; Redshift; Galaxy cluster; Spectral resolution; Observatory; Intracluster medium; Galactic astronomy; Galaxy groups and clusters","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001147859,0.000962844,0.0008119066,0.00365759,0.002286686,0.01040901,0.002761712,0.003094091,0.9045926],"category_scores_gemma":[0.004813911,0.0005300799,0.0006198691,0.00331352,0.0007197682,0.004139339,0.003739088,0.002558081,0.9057735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002050736,"about_ca_system_score_gemma":0.002318807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004912188,"about_ca_topic_score_gemma":0.00543156,"domain_scores_codex":[0.9986458,0.00007910084,0.00004906829,0.0002278496,0.0008162957,0.0001818033],"domain_scores_gemma":[0.996914,0.0002108193,0.0001530362,0.0007975367,0.001026906,0.000897605],"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":[0.00002395999,0.00002535849,0.0001036369,0.0001042539,0.000001916197,0.0000357814,0.00002096872,0.00001551935,0.0001725353,0.003720579,0.9492931,0.04648238],"study_design_scores_gemma":[0.000002869165,0.000002285465,0.00009436479,0.00001844618,4.496891e-7,0.00001912998,0.000009570316,0.00001214272,0.00003600296,0.0003119012,0.9994913,0.000001526867],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001657573,0.0005210426,0.0004243644,0.002620488,0.001942325,0.0001098361,0.01547698,0.004386088,0.9743532],"genre_scores_gemma":[0.001940583,0.0007964245,0.0007708235,0.001810109,0.0008099661,0.00009976829,0.02319305,0.002872057,0.9677072],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9045926,"threshold_uncertainty_score":0.1360871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0788098224760051,"score_gpt":0.2430295707148647,"score_spread":0.1642197482388596,"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."}}