{"id":"W4231113198","doi":"10.3138/jsp.38.1.31","title":"Beyond Google: What Next for Publishing?","year":2006,"lang":"en","type":"article","venue":"Journal of Scholarly Publishing","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; Business; World Wide Web; Computer science; Data science; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.005284138,0.0006029785,0.0009602234,0.002756539,0.01763163,0.05772904,0.001706242,0.01250473,0.02375196],"category_scores_gemma":[0.02905742,0.0003580258,0.0008257205,0.005647467,0.01283568,0.06212293,0.00573778,0.01378612,0.01237333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007115507,"about_ca_system_score_gemma":0.01796058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01186768,"about_ca_topic_score_gemma":0.02293573,"domain_scores_codex":[0.9912163,0.002506666,0.0005487909,0.0006483184,0.003480395,0.001599614],"domain_scores_gemma":[0.9756269,0.008220213,0.001183992,0.001272853,0.007059697,0.006636388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002619391,0.00002751745,0.0004332791,0.0003230689,0.00001095929,0.0002287517,0.00665097,0.00003406446,0.0001025686,0.2284488,0.7248723,0.03884144],"study_design_scores_gemma":[0.000003409596,0.000006268342,0.0001891981,0.0003827651,0.000005866198,0.0001092809,0.00555701,0.00001815361,0.00005299731,0.02498802,0.9686724,0.00001476752],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001563213,0.03208435,0.0006298323,0.6992381,0.03312123,0.00002461079,0.00008079263,0.000127579,0.2331303],"genre_scores_gemma":[0.1182789,0.08327826,0.002609537,0.322834,0.07094973,0.0001125722,0.0003249655,0.0009286788,0.4006834],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9422709,"threshold_uncertainty_score":0.0794583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02487368433251557,"score_gpt":0.2208943364513092,"score_spread":0.1960206521187936,"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."}}