{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003214152,0.0003953264,0.0005045122,0.0006621779,0.003679981,0.004107383,0.001378374,0.004042719,0.01967423],"category_scores_gemma":[0.008833842,0.0003086663,0.0002421982,0.0007066588,0.005778241,0.009009616,0.002057536,0.004741098,0.008378468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002471444,"about_ca_system_score_gemma":0.002778978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008477456,"about_ca_topic_score_gemma":0.01510568,"domain_scores_codex":[0.998111,0.0004777541,0.0000468439,0.0004584716,0.0006531326,0.0002527349],"domain_scores_gemma":[0.9973762,0.000925948,0.0002017499,0.0002916913,0.0007526891,0.0004516555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001314606,0.00004822846,0.002775487,0.000493791,0.00002995888,0.0003582092,0.00333314,0.00019564,0.002938801,0.2478549,0.540259,0.2015814],"study_design_scores_gemma":[0.00001285958,0.00004393488,0.0004719213,0.0003030533,0.000006228529,0.0003091205,0.003071898,0.0001781755,0.001436489,0.07324601,0.9208863,0.0000339363],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01680712,0.06786127,0.02199651,0.6710165,0.0202558,0.00008221072,0.0007791182,0.0008573574,0.2003441],"genre_scores_gemma":[0.4108096,0.05904247,0.03621128,0.1965429,0.005822361,0.0001523054,0.0006144005,0.001170413,0.2896342],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01967423,"threshold_uncertainty_score":0.06581688,"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."}}