{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00378645,0.00007197837,0.00009348551,0.0008774004,0.003486526,0.001481764,0.0004902872,0.0000704267,0.0000319747],"category_scores_gemma":[0.0005188218,0.0000620291,0.00003024674,0.001066526,0.000378048,0.009171053,0.00004707853,0.0001709425,0.000004789601],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002540004,"about_ca_system_score_gemma":0.006986978,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.009268422,"about_ca_topic_score_gemma":0.03342436,"domain_scores_codex":[0.9983503,0.0000620646,0.0003089038,0.0001197668,0.0007278555,0.0004311418],"domain_scores_gemma":[0.9989711,0.00005893572,0.000117026,0.0000695487,0.0003647689,0.0004186308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001465444,0.00002052133,0.8567557,0.00001595808,0.00000528511,0.000001925995,0.05383652,0.0000133262,0.00002427197,0.0544547,0.001958585,0.03289855],"study_design_scores_gemma":[0.0003970958,0.00003236789,0.8944201,0.00009679829,0.000003350753,0.000001627482,0.02861119,0.00003495066,0.00003707984,0.005715827,0.07053617,0.0001134199],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9812731,0.00003273616,0.0003888101,0.005179725,0.001909127,0.0004645827,0.00001208697,0.000008348694,0.0107315],"genre_scores_gemma":[0.9970975,0.00001877993,0.00009704086,0.001502941,0.0000561608,0.00002078027,0.000002328956,0.000001332219,0.001203115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06857759,"threshold_uncertainty_score":0.9995548,"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."}}