{"id":"W4256594222","doi":"10.1002/bult.2007.1720330210","title":"Reflections","year":2007,"lang":"en","type":"article","venue":"Bulletin of the American Society for Information Science and Technology","topic":"Intelligence, Security, War Strategy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Tribute; BATES; Surprise; Pleasure; Sociology; Diversity (politics); Psychology; Library science; Media studies; Political science; Computer science; Law; Social psychology; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.003799818,0.001021139,0.0005094728,0.001559671,0.005951811,0.01220887,0.002272876,0.004117385,0.2863266],"category_scores_gemma":[0.01721207,0.0004329931,0.0009598113,0.001408875,0.002527633,0.006755428,0.007222031,0.007596611,0.1688083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005570765,"about_ca_system_score_gemma":0.009085433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005542559,"about_ca_topic_score_gemma":0.008559367,"domain_scores_codex":[0.9941345,0.001383179,0.0002201162,0.0008366199,0.002327272,0.00109833],"domain_scores_gemma":[0.9923549,0.0009427751,0.0002551152,0.0009112283,0.003720007,0.001815924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004591474,0.00004190751,0.0002937115,0.0001297184,0.000005245115,0.0001594155,0.001782281,0.00004343659,0.0002380902,0.0229129,0.9267597,0.04758769],"study_design_scores_gemma":[0.000002135494,0.000005395708,0.0001227266,0.00007181684,0.000001141984,0.00005205266,0.0008219395,0.000007776721,0.00006213447,0.001206642,0.9976425,0.000003791065],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.00259641,0.004329508,0.002570417,0.1007826,0.04796997,0.0002400053,0.001648274,0.0006373649,0.8392255],"genre_scores_gemma":[0.01659907,0.003450732,0.001645204,0.0351643,0.004321324,0.0002194277,0.001195295,0.0006570692,0.9367476],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2863266,"threshold_uncertainty_score":0.957858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0219386958656631,"score_gpt":0.3575436636367348,"score_spread":0.3356049677710717,"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."}}