{"id":"W4408271376","doi":"10.29173/pathfinder113","title":"Information Without Borders 2024 Conference Report","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":"","funders":"","keywords":"Computer science; Library science; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009801363,0.0008470676,0.0005462562,0.002915959,0.003430517,0.01299238,0.002073261,0.004912447,0.3331247],"category_scores_gemma":[0.01889483,0.0005137378,0.001182766,0.002752203,0.0005989759,0.00504625,0.005530526,0.004592013,0.1424842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003985602,"about_ca_system_score_gemma":0.02622978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03817322,"about_ca_topic_score_gemma":0.03176697,"domain_scores_codex":[0.9905803,0.001152836,0.0004543945,0.0005237925,0.005152307,0.002136412],"domain_scores_gemma":[0.9752169,0.002109611,0.0005334045,0.001156606,0.01249818,0.008485327],"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":[0.00004527744,0.00004049527,0.0002725472,0.0001216586,0.000003103914,0.00004653227,0.00005165854,0.00003427359,0.0001066529,0.00116409,0.9867357,0.01137812],"study_design_scores_gemma":[0.000007108648,0.00001532456,0.0009172131,0.00008120573,0.000002198891,0.00002019087,0.0001804895,0.00002200222,0.000115846,0.0001424513,0.9984887,0.000007368521],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003089133,0.007996022,0.001377188,0.05875257,0.07378235,0.001485477,0.02231621,0.001136635,0.8300644],"genre_scores_gemma":[0.01188729,0.004462017,0.001215252,0.01082836,0.005177038,0.001110637,0.02545791,0.0005220321,0.9393395],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9870076,"threshold_uncertainty_score":0.9512166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04074587498207678,"score_gpt":0.3887481150490218,"score_spread":0.348002240066945,"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."}}