{"id":"W7013016430","doi":"","title":"Interview no. 1684","year":2016,"lang":"en","type":"article","venue":"DigitalCommons@UTEP (The University of Texas at El Paso)","topic":"Construction Engineering and Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Minor (academic); Work (physics); Politics; Immigration; Quarter (Canadian coin)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009572272,0.0001577726,0.0002025526,0.00007454785,0.00008961991,0.00001004738,0.000378624,0.000065783,0.000459166],"category_scores_gemma":[0.0000231976,0.0001190948,0.0001712844,0.0001414577,0.000164596,0.0001942155,0.000188195,0.00009038622,0.0008888532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000127702,"about_ca_system_score_gemma":0.000009559324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001129782,"about_ca_topic_score_gemma":0.00001839101,"domain_scores_codex":[0.9993245,0.00002123794,0.0001496082,0.0001456102,0.0001259412,0.0002330958],"domain_scores_gemma":[0.999285,0.000119761,0.00003811474,0.0004146988,0.00005814625,0.00008422203],"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":[0.0001643417,0.000195637,0.02730953,0.0005820026,0.001325419,0.00009202959,0.0007234866,0.007796251,0.007945535,0.0144489,0.1674965,0.7719204],"study_design_scores_gemma":[0.0007124238,0.00004002568,0.02139901,0.0001972685,0.0000411017,0.00003090196,0.00009148321,0.001635022,0.0008535173,0.0001031689,0.9745642,0.0003319109],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5527046,0.0009930924,0.04114097,0.002282534,0.001791616,0.0004142883,0.000252808,0.001496755,0.3989234],"genre_scores_gemma":[0.9963275,0.000184284,0.0001817245,0.00001634172,0.00003439813,1.924096e-7,0.000005995383,0.00002046428,0.003229073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8070677,"threshold_uncertainty_score":0.9998891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008016687529652159,"score_gpt":0.1599364321720109,"score_spread":0.1519197446423587,"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."}}