{"id":"W6995940098","doi":"","title":"Proceedings of the Saskval workshop June 2007 in Saskatoon (Canada) foreword","year":2008,"lang":"en","type":"article","venue":"Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Staring; Exposition (narrative); Scope (computer science)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001826479,0.001644319,0.0009882037,0.001228351,0.006297778,0.007777941,0.001616275,0.002691841,0.3574887],"category_scores_gemma":[0.002005489,0.0006324514,0.0008321199,0.001372526,0.0009708016,0.001328234,0.002949689,0.004031846,0.1404727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01633635,"about_ca_system_score_gemma":0.04411291,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6315179,"about_ca_topic_score_gemma":0.8764929,"domain_scores_codex":[0.9981956,0.00009660551,0.00005330134,0.0001702524,0.0009983387,0.0004859337],"domain_scores_gemma":[0.9957849,0.0001166947,0.00007099375,0.00007169941,0.002784872,0.001170858],"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":[0.00002475527,0.00001136801,0.0000961429,0.00003306372,0.00000250923,0.00004967278,0.00006301051,0.00005075849,0.0001798642,0.0005018988,0.9902327,0.008754278],"study_design_scores_gemma":[0.000004031695,0.000005250659,0.0005514541,0.00005958967,0.000001968025,0.00001377936,0.0003440534,0.0000180759,0.00006860136,0.0001178223,0.9988068,0.000008487686],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003588394,0.01744011,0.001734361,0.07673657,0.1345395,0.0006829621,0.007010648,0.0008484634,0.757419],"genre_scores_gemma":[0.002579436,0.00243412,0.0003352308,0.002008212,0.0008790342,0.00005622267,0.001056123,0.0001631143,0.9904884],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3684821,"threshold_uncertainty_score":0.9164643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007335767907947197,"score_gpt":0.1501983520308014,"score_spread":0.1428625841228542,"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."}}