{"id":"W7006123570","doi":"","title":"Towards an Ecosystem Approach for Environment Protection with Emphasis on Radiological Hazards","year":2012,"lang":"en","type":"article","venue":"QST-Repository (National Institutes for Quantum and Radiological Science and Technology)","topic":"Radioactive contamination and transfer","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Commit; Acknowledgement; Context (archaeology); Radiological weapon; Task (project management); Work (physics); Biodiversity; Prioritization","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":[],"consensus_categories":[],"category_scores_codex":[0.0008595619,0.00020902,0.0002244706,0.0001477054,0.001048888,0.00005862159,0.0002385702,0.0002268705,0.00001229992],"category_scores_gemma":[0.000130371,0.0001305459,0.00003879055,0.0002932358,0.00188627,0.0006144092,0.00005061166,0.0001417927,0.000002854435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002845645,"about_ca_system_score_gemma":0.00004723824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007297359,"about_ca_topic_score_gemma":0.000001732038,"domain_scores_codex":[0.9983101,0.0000368409,0.0002100197,0.0006285616,0.000404199,0.0004102835],"domain_scores_gemma":[0.999474,0.0000588301,0.00007453983,0.0001336975,0.00006335849,0.0001955238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0009376659,0.002286582,0.04747999,0.00008306844,0.0001294506,0.000007724997,0.0004618785,0.002092964,0.09574085,0.7176225,0.0002577108,0.1328996],"study_design_scores_gemma":[0.008773962,0.02074557,0.5113553,0.0000784734,0.0002691715,0.002217896,0.001644152,0.2040918,0.06330048,0.01913945,0.1654355,0.002948227],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9364159,0.0001158661,0.05890781,0.0005767531,0.0001425457,0.001291584,0.00002848028,0.0001117712,0.002409279],"genre_scores_gemma":[0.9921899,0.00003091332,0.006712486,0.0001210447,0.0001025327,0.000779993,0.00001359907,0.000007092825,0.000042402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6984831,"threshold_uncertainty_score":0.8067307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02396105613703126,"score_gpt":0.244789539030113,"score_spread":0.2208284828930817,"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."}}