{"id":"W4408271959","doi":"10.29173/pathfinder102","title":"Inclusivity in Action","year":2025,"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":"University of Alberta","funders":"","keywords":"Action (physics); Sociology; Political science; Physics","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":[0.01701222,0.00102683,0.0005447795,0.001769871,0.01049254,0.02148661,0.002741792,0.00903969,0.06462546],"category_scores_gemma":[0.02596706,0.0004541362,0.0009487298,0.001399664,0.01836138,0.01805088,0.02300518,0.008953563,0.01348726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005541957,"about_ca_system_score_gemma":0.008821264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009293165,"about_ca_topic_score_gemma":0.01144684,"domain_scores_codex":[0.977362,0.01180281,0.0006870722,0.002151737,0.005437514,0.002558885],"domain_scores_gemma":[0.9883038,0.004913977,0.0006321883,0.001688192,0.001976858,0.002484973],"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":[0.00004070887,0.00006508509,0.0007547304,0.0001908544,0.000008669525,0.0003021606,0.05057685,0.0001065016,0.0003577343,0.72239,0.127612,0.09759465],"study_design_scores_gemma":[0.00000348569,0.00001111159,0.00020401,0.0003207902,0.000003474804,0.00006734757,0.009285062,0.00004521454,0.0001127411,0.04065689,0.9492769,0.00001286521],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002875802,0.002984626,0.007733513,0.0427635,0.003532665,0.00008537899,0.00005133389,0.000352702,0.9396207],"genre_scores_gemma":[0.2999309,0.005019199,0.01548283,0.04483518,0.002441969,0.000659314,0.0002682457,0.001098681,0.6302636],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06462546,"threshold_uncertainty_score":0.2161937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05884572401592134,"score_gpt":0.4096709419559455,"score_spread":0.3508252179400242,"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."}}