{"id":"W7028335186","doi":"","title":"Evaluación superficial mediante el método PCI del pavimento flexible, carretera Jaén – San Ignacio, tramo San Lorenzo – Santa Elena, Jaén – 2021","year":2023,"lang":"es","type":"dissertation","venue":"renati","topic":"Geotechnical and construction materials studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conventional PCI; Context (archaeology); Quarter (Canadian coin); Cover (algebra)","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","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0005626142,0.001450766,0.001768179,0.0007374038,0.0005787191,0.0003560712,0.000787041,0.001191311,0.003292585],"category_scores_gemma":[0.0002848153,0.001459743,0.0006555506,0.001124643,0.0002178973,0.0002999334,0.0002073829,0.001014462,0.001441981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003133747,"about_ca_system_score_gemma":0.0002362416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001107296,"about_ca_topic_score_gemma":0.0009129383,"domain_scores_codex":[0.9938382,0.0002544323,0.001776819,0.001368257,0.001376826,0.001385477],"domain_scores_gemma":[0.997615,0.0002872043,0.0003991728,0.0008497978,0.0004477195,0.0004011302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001564506,0.0007399073,0.003695574,0.0118185,0.007659656,0.000726569,0.01209906,0.01593443,0.5408269,0.007121307,0.09064037,0.3071732],"study_design_scores_gemma":[0.01806054,0.00339397,0.08826134,0.0234711,0.01111133,0.0005773421,0.04968159,0.03468921,0.5868874,0.01739644,0.1404095,0.02606021],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9620436,0.009433311,0.0002909701,0.0004116064,0.01503505,0.001836848,0.001807093,0.00157832,0.007563208],"genre_scores_gemma":[0.9794441,0.008896437,0.0004436946,0.00006282727,0.002622109,0.0005269898,0.004229033,0.000474327,0.003300451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.281113,"threshold_uncertainty_score":0.9998242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01738518624139045,"score_gpt":0.2847776521523494,"score_spread":0.2673924659109589,"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."}}