{"id":"W2781939776","doi":"10.21173/newlibs/3/8","title":"Tactical interventions in libraries","year":2017,"lang":"en","type":"article","venue":"Journal of New Librarianship","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Impromptu; Psychological intervention; Engineering; Computer science; Psychology","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0007021638,0.00005988062,0.0001459219,0.0001348175,0.0004930799,0.001663272,0.000880414,0.00007889073,0.0006569137],"category_scores_gemma":[0.001312487,0.00005149433,0.0001493652,0.0001348808,0.0002685676,0.01317264,0.0000510362,0.0002356136,0.00001982892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001776006,"about_ca_system_score_gemma":0.001342015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001725473,"about_ca_topic_score_gemma":0.000276465,"domain_scores_codex":[0.9988945,0.0001299212,0.0003823311,0.0000855516,0.0003148188,0.0001929418],"domain_scores_gemma":[0.9989763,0.0001306797,0.0004348758,0.0001777721,0.00002518894,0.0002551893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00008088203,0.0001403897,0.2570599,0.00001304022,0.00001465548,0.0001511141,0.009466895,0.000003137324,0.00005648449,0.6843712,0.03418275,0.01445961],"study_design_scores_gemma":[0.0007329049,0.0002263387,0.5990422,0.000291007,0.00001469331,0.00001783207,0.00505941,0.000009418466,0.0003023408,0.2320954,0.1620572,0.0001512181],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4485375,0.0004843025,0.001296903,0.2215511,0.002809734,0.0001902009,0.000003082528,0.00003746649,0.3250897],"genre_scores_gemma":[0.9871706,0.00005223055,0.002722722,0.0002547932,0.001092367,3.827289e-7,4.516845e-7,0.000004745539,0.008701731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.538633,"threshold_uncertainty_score":0.9993731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2311564635985785,"score_gpt":0.4098343704020852,"score_spread":0.1786779068035067,"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."}}