{"id":"W4386569077","doi":"10.29173/pathfinder94","title":"Travels with a Small-town Librarian","year":2023,"lang":"en","type":"article","venue":"Pathfinder A Canadian Journal for Information Science Students and Early Career Professionals","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Patience; Order (exchange); Professional development; Public relations; Sociology; Collection development; Business; Library science; Political science; Psychology; Pedagogy; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001221608,0.000575419,0.0005358717,0.0009906141,0.01957109,0.006095739,0.001260112,0.00229828,0.2678704],"category_scores_gemma":[0.003779176,0.0005610861,0.0005550464,0.001209693,0.002124992,0.004939506,0.006166548,0.00293474,0.1040015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002630896,"about_ca_system_score_gemma":0.005730439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03049884,"about_ca_topic_score_gemma":0.0827435,"domain_scores_codex":[0.9986786,0.0003721722,0.00004870169,0.000234694,0.0003053556,0.0003604135],"domain_scores_gemma":[0.9950093,0.0002742934,0.0002044065,0.0002642877,0.0006546938,0.003593025],"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":[0.0001677184,0.0004404864,0.008573748,0.0002460873,0.00006256023,0.00447378,0.01426347,0.000128846,0.002514465,0.005731239,0.8658321,0.09756559],"study_design_scores_gemma":[0.000009971004,0.0001658446,0.003718023,0.00009778525,0.00001917785,0.001899372,0.03077582,0.00007336521,0.0002477302,0.0008080478,0.9621474,0.00003748047],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08086827,0.003470266,0.008514783,0.110525,0.007450725,0.0004412201,0.001332454,0.004150596,0.7832466],"genre_scores_gemma":[0.1137636,0.001468994,0.004005573,0.02546907,0.0007885256,0.00008741227,0.0003688194,0.0007684288,0.8532796],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2678704,"threshold_uncertainty_score":0.8961158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07607031749308422,"score_gpt":0.3444576950398661,"score_spread":0.2683873775467818,"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."}}