{"id":"W2386302155","doi":"","title":"Crack detection and identification of villas in one residential quarter","year":2007,"lang":"en","type":"article","venue":"Shanxi Architecture","topic":"Evaluation Methods in Various Fields","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Identification (biology); Settlement (finance); Forensic engineering; Work (physics); Architectural engineering; Computer science; Engineering; Geography; Archaeology; Mechanical engineering","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":[0.001601506,0.00007716196,0.00009940496,0.0001124722,0.00004786397,0.00001268881,0.000100508,0.0001075191,0.0004226568],"category_scores_gemma":[0.0002038589,0.00007777888,0.00002495423,0.000268595,0.0001058315,0.00007049608,0.00006449693,0.0001918614,0.00003063379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000521257,"about_ca_system_score_gemma":0.000004648704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002214018,"about_ca_topic_score_gemma":0.004604458,"domain_scores_codex":[0.9988477,0.0001318976,0.0003280333,0.0002352525,0.00030263,0.00015453],"domain_scores_gemma":[0.9995057,0.0001263406,0.0001183193,0.0002003307,0.000009168312,0.00004014446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00007384855,0.00004219211,0.02061768,0.00001944799,0.000005118558,0.000002417951,0.002734609,0.001715092,0.8794104,0.00004732934,0.0000409031,0.09529095],"study_design_scores_gemma":[0.0002778645,0.0000657595,0.8186635,0.00001251405,0.00001022312,0.000008799253,0.00009126176,0.0007215895,0.1643353,0.01550405,0.0002055126,0.000103561],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8324944,0.0000239765,0.1650139,0.0002638018,0.0001025772,0.0001886542,0.000001424341,0.00001602574,0.001895264],"genre_scores_gemma":[0.9878668,0.000005561562,0.01190268,0.0000641523,0.00004212476,0.00000528079,0.000001441685,0.000007756127,0.0001042312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7980459,"threshold_uncertainty_score":0.4627796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01487903537187463,"score_gpt":0.290961236593735,"score_spread":0.2760822012218604,"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."}}