{"id":"W7051141489","doi":"","title":"Attributing guilt","year":2024,"lang":"nl","type":"book-chapter","venue":"VU Research Portal","topic":"Laser-Plasma Interactions and Diagnostics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Perspective (graphical); Subject (documents); Action (physics); Focus (optics); Set (abstract data type)","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001081121,0.0006309357,0.000610322,0.0006054411,0.0007316726,0.0008664724,0.0009527116,0.000415244,0.1160377],"category_scores_gemma":[0.0003391237,0.0006003524,0.0006244761,0.000245451,0.0004340344,0.000216412,0.001590422,0.003798055,0.149231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001342465,"about_ca_system_score_gemma":0.0006553979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001067813,"about_ca_topic_score_gemma":0.00006805621,"domain_scores_codex":[0.9951649,0.00006482744,0.000873634,0.001086161,0.001413063,0.001397446],"domain_scores_gemma":[0.9955027,0.0013546,0.0002058899,0.001439585,0.0009327856,0.000564469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002301395,0.0001536708,0.0004760803,0.0001671327,0.0005048118,0.000920107,0.0000501999,0.00003789545,0.00007194238,0.7352641,0.2604166,0.001914486],"study_design_scores_gemma":[0.0002827034,0.000264856,0.00005211013,0.00140976,0.0001387055,0.0000269767,0.0004414857,0.0004077293,0.0005802011,0.05034322,0.9454572,0.0005950023],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00243008,0.0002670434,0.00006045349,0.001295883,0.002162909,0.0006840579,0.002676124,0.00007774926,0.9903457],"genre_scores_gemma":[0.2912105,0.000226134,0.0001152048,0.00001849714,0.003631375,0.00006894778,0.001190808,0.0001666894,0.7033718],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6850407,"threshold_uncertainty_score":0.9996448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08441993838071517,"score_gpt":0.3754656633181494,"score_spread":0.2910457249374342,"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."}}