{"id":"W2088367598","doi":"10.1080/0361526x.2011.591577","title":"Our Friends Are Killing Us","year":2011,"lang":"en","type":"article","venue":"The Serials Librarian","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Purchasing; Business; Internet privacy; Advertising; Marketing; Psychology; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001913015,0.0001403951,0.0001493635,0.00009295379,0.0002788269,0.0007200093,0.001315272,0.00005527352,0.0001544186],"category_scores_gemma":[0.00002694134,0.00009254919,0.00006379262,0.0005745368,0.00002189669,0.002984579,0.0004522956,0.00007754651,0.0002192382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000733246,"about_ca_system_score_gemma":0.00009602911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001621064,"about_ca_topic_score_gemma":0.000002056716,"domain_scores_codex":[0.9989623,0.00008994333,0.0002268576,0.0002617461,0.0001901044,0.0002690258],"domain_scores_gemma":[0.9992185,0.00004082053,0.0001292585,0.0004842132,0.00001823761,0.0001090251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002799074,0.0003492358,0.02924582,0.00004348302,0.0003514155,0.0001395634,0.03206726,0.00005222893,0.001617727,0.8245839,0.08000941,0.03126005],"study_design_scores_gemma":[0.001567447,0.0003186211,0.146025,0.0001135384,0.00003410756,0.00008451106,0.00244083,0.002093013,0.143815,0.2361968,0.4657031,0.001608121],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2972292,0.0002188602,0.0215499,0.00893659,0.004264075,0.0004685918,0.000007614387,0.001551973,0.6657732],"genre_scores_gemma":[0.9819719,0.000009797913,0.008080268,0.001310206,0.0003291297,0.0000142399,0.000001856585,0.00001515469,0.008267472],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6847427,"threshold_uncertainty_score":0.6943067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05764629566138783,"score_gpt":0.2123932133436141,"score_spread":0.1547469176822262,"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."}}