{"id":"W7054901573","doi":"","title":"Burgerwetenschap in de Gelderse archeologie","year":2023,"lang":"nl","type":"book-chapter","venue":"Leiden Repository (Leiden University)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nickel Institute","funders":"","keywords":"The Renaissance; Public investment","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005800768,0.0008088115,0.0009772852,0.002311157,0.0004502877,0.000180865,0.001606443,0.0006947768,0.02083313],"category_scores_gemma":[0.00007919426,0.001030326,0.0006318347,0.0006378173,0.000514701,0.0001001243,0.001724875,0.001773555,0.001383477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003500188,"about_ca_system_score_gemma":0.001474534,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01261737,"about_ca_topic_score_gemma":0.0006307868,"domain_scores_codex":[0.9954615,0.0003400137,0.0008104551,0.001373773,0.000784061,0.001230231],"domain_scores_gemma":[0.9964494,0.0009646554,0.0004641419,0.001266786,0.000405629,0.0004493479],"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":[0.001199765,0.0006778299,0.2397954,0.001167509,0.002058982,0.02917442,0.0006147319,0.0004239495,0.01394334,0.6148506,0.03295742,0.06313606],"study_design_scores_gemma":[0.00365411,0.0004273688,0.04207241,0.002583106,0.0007440677,0.00002276047,0.00280521,0.001280901,0.00150683,0.003728263,0.9387957,0.002379211],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01701938,0.0001137794,0.0003080814,0.001113931,0.000819929,0.001335768,0.0000574539,0.0001754895,0.9790562],"genre_scores_gemma":[0.06080188,0.0002364634,0.0001696958,0.00005079164,0.0004004092,0.000009764914,0.00006914976,0.00007248548,0.9381893],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9058383,"threshold_uncertainty_score":0.9993941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02734580295417269,"score_gpt":0.2229081680917612,"score_spread":0.1955623651375885,"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."}}