{"id":"W4411617428","doi":"10.51847/abvnb8q","title":"10.51847/AbvNB8Q","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Geotechnical and construction materials studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Characterization (materials science); Porosity; Desert (philosophy); Geology; Environmental science; Materials science; Mineralogy; Geotechnical engineering; Nanotechnology; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00002286919,0.00006899772,0.00008871127,0.00001959368,0.00003148426,0.00001461416,0.00006092494,0.00002729315,0.985851],"category_scores_gemma":[0.000003847817,0.00006467365,0.00002156241,0.000070373,0.00001373301,0.00002601914,0.00001344411,0.00003080507,0.9685516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000870853,"about_ca_system_score_gemma":0.000001503746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003097665,"about_ca_topic_score_gemma":3.616769e-8,"domain_scores_codex":[0.9996661,0.000004392581,0.0000863395,0.00006953924,0.00004997536,0.0001236391],"domain_scores_gemma":[0.9998428,0.000006500821,0.000003086239,0.00009449987,0.000009412202,0.00004376677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007059111,0.000003914859,4.79567e-8,0.000006474844,0.00001156437,0.000001087661,0.000003417036,0.003408507,0.0009574142,0.0000022157,0.01455918,0.9810391],"study_design_scores_gemma":[0.00005187493,0.00001711053,0.00003404295,0.000005042813,0.000004482359,0.00000465072,3.954794e-7,0.0002612674,0.0002506498,0.000007585862,0.9992756,0.00008725902],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007294505,0.00004878344,0.000002711139,0.00008089981,0.00000709856,0.00005337102,0.000006489031,0.0005163167,0.9919899],"genre_scores_gemma":[0.00392794,0.000001199805,0.0001205528,0.00001296384,0.00007258323,0.00001384992,0.000001576415,0.00001085135,0.9958385],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9847165,"threshold_uncertainty_score":0.2637315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003485767027455749,"score_gpt":0.1416670891368941,"score_spread":0.1381813221094383,"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."}}