{"id":"W7054919339","doi":"","title":"Advice from Institute for Research in Construction : how crack sealing extends pavement life","year":2004,"lang":"en","type":"article","venue":"NPARC","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Advice (programming); Work (physics); Working life; Foundation (evidence)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004102336,0.0008699562,0.0008789381,0.002141243,0.002605578,0.002809,0.002141943,0.006811101,0.1392897],"category_scores_gemma":[0.02306349,0.0007527457,0.0009222029,0.002120996,0.001010283,0.004224826,0.001792902,0.007395211,0.05740384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004748173,"about_ca_system_score_gemma":0.0171067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07557926,"about_ca_topic_score_gemma":0.2185784,"domain_scores_codex":[0.994633,0.00061986,0.0003789089,0.0005199951,0.003411828,0.0004363869],"domain_scores_gemma":[0.9753842,0.002924682,0.0004503043,0.001203469,0.01819653,0.001840852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000218679,0.00001789395,0.0002890781,0.00006209938,0.000003210217,0.00004148404,0.0001102826,0.00006341247,0.0002977793,0.001001428,0.9837398,0.01435177],"study_design_scores_gemma":[0.00001288761,0.00001050983,0.0007101218,0.00009913669,0.000015615,0.00004685683,0.0002303195,0.00005637778,0.0004517885,0.001272548,0.997077,0.00001686487],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.002664156,0.008855865,0.007031047,0.511444,0.05089737,0.0003453172,0.007962632,0.003868516,0.406931],"genre_scores_gemma":[0.02084263,0.008774961,0.02535651,0.097158,0.006777548,0.0001741752,0.002417913,0.002305837,0.8361924],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1392897,"threshold_uncertainty_score":0.4659704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05724452922671735,"score_gpt":0.3415381087023393,"score_spread":0.2842935794756219,"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."}}