{"id":"W7050515766","doi":"","title":"9789819775743.pdf","year":2025,"lang":"en","type":"other","venue":"","topic":"Laser-Plasma Interactions and Diagnostics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Interdependence; Context (archaeology); General partnership; Negotiation; Sustainability; Relevance (law); Sustainable development; Dependency (UML)","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004977036,0.0008939587,0.0006760326,0.001371687,0.0008946494,0.007485319,0.001429225,0.001942677,0.8734781],"category_scores_gemma":[0.002323954,0.000501526,0.0006179134,0.002542579,0.0005540462,0.003952722,0.003088254,0.0017425,0.8355082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005661632,"about_ca_system_score_gemma":0.0007028104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001162697,"about_ca_topic_score_gemma":0.001145464,"domain_scores_codex":[0.9994386,0.00006181626,0.0000375793,0.0001061343,0.0003015821,0.00005436641],"domain_scores_gemma":[0.999082,0.0003404912,0.0000482419,0.0001104993,0.0002582236,0.0001605945],"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":[0.00004260505,0.00004444066,0.0001616633,0.0003779273,0.000005692529,0.0001097327,0.0001428745,0.0001421242,0.0007922983,0.007379984,0.6772711,0.3135296],"study_design_scores_gemma":[0.000003278214,0.000009697505,0.0001598047,0.0001069702,0.000001074194,0.00006737362,0.00004659168,0.00003168085,0.00007414146,0.0004523506,0.9990432,0.000003900121],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003117038,0.001455935,0.00129833,0.0006987718,0.001376671,0.00006308625,0.001337809,0.0008218497,0.9926358],"genre_scores_gemma":[0.001042826,0.001391225,0.0009159925,0.0004050309,0.0002504218,0.00005153335,0.001305075,0.0005633582,0.9940745],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1265219,"threshold_uncertainty_score":0.1804681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005751361525197714,"score_gpt":0.2454019253031027,"score_spread":0.239650563777905,"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."}}