{"id":"W4413675063","doi":"10.64628/aam.ftee4rahp","title":"Protecting free speech on campus: A solution in search of a problem","year":2018,"lang":"en","type":"preprint","venue":"","topic":"Law, Rights, and Freedoms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nipissing University","funders":"","keywords":"Free speech; Computer science; Speech recognition; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.01289585,0.0006750913,0.00135411,0.002134739,0.007133175,0.01239779,0.00260586,0.01196137,0.01684653],"category_scores_gemma":[0.04916734,0.0003810385,0.0007728728,0.001887839,0.02037243,0.02238814,0.009584683,0.01283418,0.002637115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004607363,"about_ca_system_score_gemma":0.01185037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006116352,"about_ca_topic_score_gemma":0.003924801,"domain_scores_codex":[0.9929074,0.00290044,0.0003247295,0.001514076,0.001291167,0.001062281],"domain_scores_gemma":[0.9526501,0.02796217,0.002667551,0.008705658,0.004563641,0.003450905],"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":[0.00002885873,0.00004188058,0.0005115037,0.00006910798,0.00001420728,0.00006538515,0.0009777509,0.0006176865,0.0002237832,0.9617258,0.01454079,0.02118332],"study_design_scores_gemma":[0.00002080808,0.00001452359,0.0003280461,0.0001235322,0.00001200361,0.0000675214,0.001586427,0.001089778,0.0002888199,0.9627528,0.03369686,0.00001888767],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04472594,0.005077843,0.08728542,0.674358,0.002239326,0.000097842,0.0003363298,0.000309442,0.18557],"genre_scores_gemma":[0.9034342,0.004567522,0.02099368,0.02810997,0.004671436,0.0002238047,0.0002161228,0.0002461195,0.03753722],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01684653,"threshold_uncertainty_score":0.06820059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05104812239720422,"score_gpt":0.323716645129878,"score_spread":0.2726685227326738,"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."}}