{"id":"W7065281862","doi":"","title":"Dichtbij:Inleiding op Themanummer","year":2024,"lang":"nl","type":"article","venue":"VU Research Portal","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Work (physics); Product (mathematics); Identification (biology)","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","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003829299,0.0004222839,0.0004093342,0.0008997336,0.0006253031,0.001569746,0.0009767658,0.0001712785,0.7310467],"category_scores_gemma":[0.00015495,0.0003773588,0.0003635635,0.001867242,0.0005565357,0.0001232135,0.001315108,0.002373659,0.02141401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003701981,"about_ca_system_score_gemma":0.001478616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002173354,"about_ca_topic_score_gemma":0.0001475725,"domain_scores_codex":[0.9925604,0.00049196,0.0006817113,0.001174935,0.003005733,0.002085298],"domain_scores_gemma":[0.9967476,0.001052505,0.00005380665,0.0009974218,0.0004399118,0.0007087974],"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":[0.00003681525,0.0003282519,0.001415229,0.0003996403,0.0003102894,0.000811679,0.0005044718,0.000001916897,0.006808797,0.09920625,0.6350574,0.2551192],"study_design_scores_gemma":[0.0004737554,0.000364086,0.0008229282,0.0006351981,0.00004324649,0.000007848032,0.00421505,0.007039336,0.002295295,0.001368439,0.9822921,0.0004427392],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06043053,0.004710024,0.0002008925,0.01052364,0.0009741703,0.001470079,0.0002188863,0.0001204235,0.9213514],"genre_scores_gemma":[0.6870144,0.0002607788,0.00004463099,0.00002265352,0.001713932,0.0001896174,0.0001029187,0.00006859632,0.3105825],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7096328,"threshold_uncertainty_score":0.9999279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07836529266190109,"score_gpt":0.4007887956357282,"score_spread":0.322423502973827,"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."}}