{"id":"W6929406471","doi":"10.4224/23002743","title":"Ethics underpin behavioural science at NRC Construction","year":2017,"lang":"en","type":"other","venue":"NPARC","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Research ethics; Behavioural sciences; Work (physics); Behavioural economics; Information ethics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.05080142,0.0005466453,0.0008399691,0.002624115,0.00648398,0.01448491,0.003430499,0.007503049,0.1136421],"category_scores_gemma":[0.1659931,0.0008341963,0.0006348275,0.002433595,0.01521616,0.00870363,0.008937241,0.009114106,0.04076971],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01144241,"about_ca_system_score_gemma":0.0577879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01922918,"about_ca_topic_score_gemma":0.02905063,"domain_scores_codex":[0.9349728,0.03549682,0.002199262,0.003285464,0.02019834,0.003847318],"domain_scores_gemma":[0.8321088,0.05436203,0.004018281,0.02727519,0.06775744,0.01447824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002765079,0.00007440467,0.0008553873,0.0003079306,0.00001104772,0.0001163449,0.003179911,0.0004424819,0.0002541149,0.673728,0.2419958,0.07900687],"study_design_scores_gemma":[0.00001014617,0.00001188363,0.0010903,0.0006595186,0.000005051827,0.00006685167,0.001650667,0.0007087407,0.0003110082,0.1781138,0.8173463,0.00002575227],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003107616,0.0008558334,0.02804403,0.06134938,0.003588728,0.0004239317,0.0006556266,0.0006594404,0.9013153],"genre_scores_gemma":[0.1768597,0.001889289,0.03525747,0.01090221,0.00193441,0.001073975,0.001383597,0.002698191,0.7680011],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.992497,"threshold_uncertainty_score":0.3801708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.087234143972975,"score_gpt":0.348880226645145,"score_spread":0.26164608267217,"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."}}