{"id":"W4416254786","doi":"10.48550/arxiv.2509.19179","title":"Who Let the Diamonds Out?","year":2025,"lang":"en","type":"preprint","venue":"ArXiv.org","topic":"Magnetic Field Sensors Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Magnetometer; Software deployment; Robustness (evolution); Software portability; Implementation; Sensitivity (control systems)","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":[],"consensus_categories":[],"category_scores_codex":[0.0001623531,0.0002897107,0.0003179366,0.00007266682,0.00004453402,0.00003148946,0.0006861406,0.0003545597,0.0003675387],"category_scores_gemma":[0.00008916998,0.0002382179,0.0001453751,0.00008506936,0.00005283233,0.00002361623,0.0004967283,0.001081742,0.00009293211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004552501,"about_ca_system_score_gemma":0.00003217733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009739331,"about_ca_topic_score_gemma":0.00005842532,"domain_scores_codex":[0.9989579,0.00004032546,0.0002850932,0.0002872339,0.0001625622,0.0002668707],"domain_scores_gemma":[0.9986081,0.0001200157,0.00004122943,0.001142454,0.00004442265,0.00004375107],"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":[0.000005219964,0.00003036496,0.03468145,0.003366747,0.0002300744,0.00003422083,0.001541257,0.001388306,0.001022523,0.000597883,0.9493336,0.007768317],"study_design_scores_gemma":[0.0004316728,0.0001032937,0.1583865,0.006125204,0.0005185056,0.000008850328,0.0001082534,0.01108864,0.06250136,0.004187249,0.7539942,0.002546345],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5541215,0.0114632,0.003896604,0.007633373,0.003631858,0.001442161,0.00008596637,0.00378381,0.4139416],"genre_scores_gemma":[0.9625241,0.00694252,0.0007299659,0.002133576,0.0004336595,0.0002651936,0.00003711112,0.0000657342,0.02686817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4084026,"threshold_uncertainty_score":0.9714245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02662365785761306,"score_gpt":0.2513311853074997,"score_spread":0.2247075274498866,"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."}}