{"id":"W791487440","doi":"10.29173/cais580","title":"Seeking Knowledge: The Role of Social Networks in the Adoption of eBooks by Historians","year":2013,"lang":"fr","type":"article","venue":"Proceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI","topic":"Web Data Mining and Analysis","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Serendipity; Sociology; Humanities; Social science; Ethnology; Art; Epistemology; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.005382137,0.0001418408,0.0002107472,0.003313427,0.001705296,0.003972968,0.0005204746,0.0006714874,0.004558478],"category_scores_gemma":[0.04632966,0.0002284518,0.0001757836,0.00297214,0.00255557,0.003708095,0.001954824,0.0007087431,0.0002971432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00378736,"about_ca_system_score_gemma":0.002718602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1145103,"about_ca_topic_score_gemma":0.1542651,"domain_scores_codex":[0.9975401,0.00105358,0.0001612624,0.0002290347,0.0007480465,0.0002678869],"domain_scores_gemma":[0.9587268,0.02705201,0.009182588,0.0009524285,0.002677633,0.001408538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000155547,0.00007461404,0.6884607,0.0001616244,0.00004859536,0.0003846581,0.2388856,0.0001642315,0.0006168652,0.00332571,0.0005832659,0.06713854],"study_design_scores_gemma":[0.00001655311,0.0001062524,0.6932702,0.0002910662,0.00005718733,0.0002752709,0.2915652,0.000668449,0.0006678546,0.001659546,0.01138861,0.00003389773],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873133,0.0007730071,0.0003709298,0.001301047,0.000007725112,0.00001599684,0.00005793209,0.000005404071,0.01015451],"genre_scores_gemma":[0.9977183,0.0004984142,0.0002231661,0.00005446437,0.00001239243,0.000005946031,0.0000238162,0.000003018582,0.001460423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1145103,"threshold_uncertainty_score":0.2276875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01791360215349225,"score_gpt":0.2321634779541064,"score_spread":0.2142498758006141,"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."}}