{"id":"W4412166975","doi":"10.1007/s42822-025-00209-5","title":"No Conference Tote Bag is Worth This: An Analysis of Academic Border Resistance","year":2025,"lang":"en","type":"article","venue":"Behavior and Social Issues","topic":"Behavioral and Psychological Studies","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Western University","funders":"","keywords":"Resistance (ecology); Psychology; Biology; Agronomy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001315189,0.0001871491,0.0002645547,0.004091346,0.003339439,0.002741285,0.0007055218,0.0008049994,0.03823327],"category_scores_gemma":[0.006872036,0.0001027923,0.0004800086,0.00351668,0.001012358,0.001846972,0.001737756,0.001202262,0.002874638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001499461,"about_ca_system_score_gemma":0.001188604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006425682,"about_ca_topic_score_gemma":0.01130268,"domain_scores_codex":[0.9987276,0.0005685687,0.00004856327,0.00008859025,0.0003030626,0.000263546],"domain_scores_gemma":[0.9960982,0.001350893,0.0004651695,0.00031307,0.0008121023,0.0009606598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001041179,0.001772046,0.4176801,0.0005059241,0.0001668066,0.001450375,0.07511075,0.0007720072,0.004736134,0.09117392,0.09852412,0.3070667],"study_design_scores_gemma":[0.00002187704,0.000515129,0.7567132,0.0001644198,0.00004920575,0.000335205,0.1464832,0.0008123344,0.0008357012,0.005665463,0.08835296,0.00005134934],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7869299,0.0005943715,0.002145037,0.007111986,0.0004568654,0.0001732407,0.001073876,0.00008094148,0.2014338],"genre_scores_gemma":[0.9430246,0.0003902839,0.001017577,0.001107108,0.0001577583,0.0001313021,0.00102293,0.00008304916,0.05306544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9966606,"threshold_uncertainty_score":0.127903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.153602752694532,"score_gpt":0.4559820098590433,"score_spread":0.3023792571645113,"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."}}