{"id":"W2021979151","doi":"10.1002/meet.2011.14504801244","title":"Rethinking tradition: The loss of serendipity and the impact of technology on the historical research process","year":2011,"lang":"en","type":"article","venue":"Proceedings of the American Society for Information Science and Technology","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Serendipity; Process (computing); Field (mathematics); Atmosphere (unit); Sociology; Epistemology; Engineering ethics; Aesthetics; Computer science; Engineering; Art; Philosophy; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.04545011,0.0003145201,0.0004267331,0.003447398,0.01139976,0.01914646,0.001835034,0.002665888,0.005040789],"category_scores_gemma":[0.1311422,0.0005901024,0.0003720893,0.002207938,0.05890831,0.02185572,0.01361496,0.006669645,0.0004813138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005764057,"about_ca_system_score_gemma":0.004129556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002240899,"about_ca_topic_score_gemma":0.003210802,"domain_scores_codex":[0.953123,0.03723411,0.0009148394,0.001858697,0.005623575,0.001245783],"domain_scores_gemma":[0.8118067,0.1456304,0.01446665,0.01579784,0.007796146,0.004502261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001242294,0.0000535316,0.007822956,0.0001663177,0.00003475062,0.0007312789,0.8117423,0.0001478327,0.0008244117,0.120262,0.00254582,0.05554459],"study_design_scores_gemma":[0.00005779828,0.0002568227,0.01373557,0.001858514,0.00009704052,0.002464012,0.6599627,0.00128939,0.002112449,0.1785859,0.1394557,0.0001240775],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7356275,0.009349733,0.02807984,0.07046623,0.0009786099,0.00007622151,0.00003306789,0.0001770011,0.1552119],"genre_scores_gemma":[0.9948487,0.0007400102,0.0009405379,0.001147732,0.0001463196,0.00001841858,0.00000452925,0.00004359239,0.00211011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9886003,"threshold_uncertainty_score":0.240366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1071151321804277,"score_gpt":0.3071847697841401,"score_spread":0.2000696376037124,"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."}}