{"id":"W7065271974","doi":"","title":"Een kwantificeerbaar verleden. Archeobotanisch onderzoek naar de relatie tussen architectuur en graanakkers in Karanis, Romeins-Egypte","year":2012,"lang":"nl","type":"other","venue":"Leiden Repository (Leiden University)","topic":"X-ray Spectroscopy and Fluorescence Analysis","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Quarter (Canadian coin); Independent state","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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0007562178,0.001532492,0.001922285,0.002211346,0.0008117306,0.0004116441,0.00240795,0.001141374,0.003363951],"category_scores_gemma":[0.00004258671,0.001830801,0.00127439,0.002137788,0.0007869297,0.0008974739,0.0006603206,0.002781972,0.003327304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001558011,"about_ca_system_score_gemma":0.001219645,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02032692,"about_ca_topic_score_gemma":0.001305269,"domain_scores_codex":[0.9920643,0.001476366,0.001153487,0.002028812,0.001058945,0.002218081],"domain_scores_gemma":[0.9954777,0.0004428467,0.001147715,0.001876006,0.0001779469,0.0008777329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009418974,0.00170348,0.9081708,0.0006309435,0.006089417,0.004037809,0.004191983,0.001340948,0.02785957,0.03067983,0.01211439,0.00223899],"study_design_scores_gemma":[0.008581309,0.0009737549,0.2712047,0.00496369,0.01053883,0.0001824155,0.01767043,0.001771642,0.01413887,0.002478189,0.6581538,0.009342303],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2836474,0.002700404,0.006214798,0.0006582982,0.002143028,0.002511188,0.0002680569,0.0004262943,0.7014305],"genre_scores_gemma":[0.4568245,0.0002201932,0.001836361,0.000035105,0.001575726,0.00001091062,0.0001986043,0.0003794275,0.5389192],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6460395,"threshold_uncertainty_score":0.9997424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004887131869791873,"score_gpt":0.1981386071895967,"score_spread":0.1932514753198049,"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."}}