{"id":"W4200367512","doi":"10.5553/ara/156866392021015003006","title":"De impact van Laval anno 2021","year":2021,"lang":"nl","type":"article","venue":"Arbeidsrechtelijke Annotaties","topic":"Healthcare Systems and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004617826,0.0008338153,0.001369877,0.0002795363,0.001873717,0.0003635911,0.0005079184,0.00123962,0.03056058],"category_scores_gemma":[0.00423227,0.000785667,0.0005763553,0.001220866,0.0002164042,0.001036198,0.0003975455,0.003008394,0.009981768],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006941952,"about_ca_system_score_gemma":0.009311123,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01041992,"about_ca_topic_score_gemma":0.002688005,"domain_scores_codex":[0.9838997,0.009553869,0.002003461,0.001093119,0.0009214327,0.002528475],"domain_scores_gemma":[0.9898983,0.005006424,0.001020343,0.00141712,0.001520551,0.001137216],"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":[0.0005907385,0.0007732513,0.1510258,0.004033331,0.001469098,0.001949771,0.08372594,0.0001347054,0.002210205,0.01170213,0.6029559,0.1394292],"study_design_scores_gemma":[0.001301091,0.000600507,0.03688058,0.001758329,0.0002413187,0.0001799004,0.04919356,0.0004040346,0.0005341248,0.003798893,0.9040788,0.001028843],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5683285,0.06563878,0.000613847,0.04768635,0.01096826,0.002149387,0.002229691,0.0004169353,0.3019682],"genre_scores_gemma":[0.8627974,0.009986366,0.00205554,0.00542816,0.004533459,0.0001433848,0.0003472788,0.000212912,0.1144955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.301123,"threshold_uncertainty_score":0.9994594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09488839572079713,"score_gpt":0.4798013063265584,"score_spread":0.3849129106057613,"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."}}