{"id":"W4392479015","doi":"","title":"Conception, construction and validation of scientific instruments to study the spectrum of cold ionic species","year":2021,"lang":"en","type":"preprint","venue":"theses.fr (ABES)","topic":"Analytical chemistry methods development","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ionic bonding; Systems engineering; Engineering; Computer science; Construction engineering; Chemistry; Ion","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009546304,0.0003119743,0.0005920542,0.00008831547,0.0001519275,0.0001650914,0.0005063253,0.0001999301,0.001445243],"category_scores_gemma":[0.0004582402,0.0002642467,0.0001203392,0.00033365,0.000689533,0.00006408525,0.001088094,0.0004276668,0.000005960751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002159766,"about_ca_system_score_gemma":0.0002632879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000126118,"about_ca_topic_score_gemma":0.00001595211,"domain_scores_codex":[0.9973332,0.0001500173,0.0008086898,0.0006918113,0.0007645147,0.0002517263],"domain_scores_gemma":[0.9978399,0.0002153693,0.0005453509,0.0009691028,0.0003214557,0.0001087719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001426245,0.001163134,0.1168296,0.001805314,0.001715721,0.00001082678,0.01836934,0.0002959025,0.8429772,0.007764476,0.00002885572,0.008897045],"study_design_scores_gemma":[0.0003985445,0.00002348456,0.003856629,0.0002946337,0.0002234452,0.000007357113,0.01890141,0.00004616146,0.9747521,0.0008458585,0.0003948449,0.0002555703],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898401,0.00005857832,0.001012612,0.0001370417,0.0003104828,0.0003926885,0.00006592579,0.00003156908,0.008150958],"genre_scores_gemma":[0.9933246,0.0000445039,0.005971435,0.000008638032,0.00009975598,0.00004740075,0.00006737762,0.00002428828,0.0004119713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1317749,"threshold_uncertainty_score":0.999981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05219272712538793,"score_gpt":0.3057995925857119,"score_spread":0.253606865460324,"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."}}