{"id":"W4405290426","doi":"10.29173/scientia44","title":"Artifacts and Opportunity","year":2024,"lang":"en","type":"article","venue":"Scientia Canadensis Canadian Journal of the History of Science Technology and Medicine","topic":"Historical Studies and Socio-cultural Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Toronto","keywords":"Artifact (error); Library science; Political science; History; Business; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00220389,0.0005270691,0.000452602,0.003634305,0.01966621,0.01375576,0.001388747,0.001098413,0.03909597],"category_scores_gemma":[0.003468592,0.0003674564,0.0003482674,0.004722709,0.02458184,0.003691522,0.01056578,0.001637046,0.002721723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01995228,"about_ca_system_score_gemma":0.02696391,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.553486,"about_ca_topic_score_gemma":0.8074827,"domain_scores_codex":[0.9962959,0.0009019213,0.00009875681,0.0003597465,0.001110271,0.001233352],"domain_scores_gemma":[0.996964,0.0004787206,0.0001906583,0.0006033539,0.0005748813,0.001188412],"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":[0.00006457012,0.00002317041,0.004426677,0.0001465977,0.0000142669,0.0008916755,0.05461727,0.000138555,0.0003798723,0.8322404,0.04657763,0.06047928],"study_design_scores_gemma":[0.000005571562,0.00001027813,0.003607958,0.0002769732,0.000007612592,0.0002768987,0.02446697,0.00002345926,0.00006131657,0.02126594,0.9499833,0.00001375485],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03825131,0.006196737,0.003419795,0.009762168,0.0005977262,0.00008427413,0.0009714941,0.00008782499,0.9406285],"genre_scores_gemma":[0.7126377,0.00698339,0.005972122,0.002188097,0.0002286394,0.0001049444,0.0007192307,0.0002148278,0.2709511],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9803338,"threshold_uncertainty_score":0.8982871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03044599410413179,"score_gpt":0.2147581173303549,"score_spread":0.1843121232262231,"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."}}