{"id":"W4385816523","doi":"10.1007/978-3-031-37667-2_4","title":"Insights from Psychology","year":2023,"lang":"en","type":"book-chapter","venue":"Digital innovations in architecture, engineering and construction","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nicolet Chartrand Knoll (Canada)","funders":"","keywords":"Subject (documents); Plan (archaeology); Psychology; Field (mathematics); Emotional intelligence; Engineering ethics; Epistemology; Computer science; Social psychology; Engineering; History","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009030956,0.0002547776,0.0003256957,0.001106033,0.0002164743,0.00002383445,0.0001078613,0.0005198372,0.00005905772],"category_scores_gemma":[0.0002296507,0.0002588991,0.00004083805,0.0003372847,0.0001184637,0.0001032784,0.00009253574,0.001707841,0.0002030516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001042753,"about_ca_system_score_gemma":0.0001889831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000361884,"about_ca_topic_score_gemma":0.0000511032,"domain_scores_codex":[0.9983216,0.0000203422,0.0007058478,0.0004105532,0.000231105,0.0003105502],"domain_scores_gemma":[0.9986283,0.0007045865,0.000148262,0.0002641144,0.0001584499,0.00009634078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006834965,0.000009957893,0.001874265,0.0002107367,0.00005543408,0.00001297087,0.0001926407,0.0003080596,0.00003251305,0.7950831,0.0003271742,0.2018248],"study_design_scores_gemma":[0.001300632,0.0001104246,0.06245463,0.001460208,0.00001659659,0.00002133488,0.00008667118,0.001320703,0.000002543934,0.6467624,0.2857173,0.0007465149],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04238396,0.0005729139,0.009552953,0.001570708,0.00498631,0.001973416,0.00151391,0.0008190452,0.9366268],"genre_scores_gemma":[0.7047733,0.00205757,0.01626184,0.002205017,0.006705292,0.001719246,0.01652694,0.0009654085,0.2487854],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6878414,"threshold_uncertainty_score":0.9999864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04631965665054227,"score_gpt":0.3656531290010378,"score_spread":0.3193334723504955,"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."}}