{"id":"W2116039279","doi":"10.26522/tl.v4i1.11","title":"What's With You Guys?","year":2007,"lang":"en","type":"article","venue":"Teaching and Learning","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004048364,0.0004333699,0.0006589398,0.0009592962,0.009322674,0.006367817,0.0007291503,0.004082797,0.02942337],"category_scores_gemma":[0.02316598,0.0003110289,0.0004256135,0.0006985116,0.006797638,0.01025813,0.003082956,0.008672624,0.01344943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001360516,"about_ca_system_score_gemma":0.0031631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006034606,"about_ca_topic_score_gemma":0.01560352,"domain_scores_codex":[0.9955936,0.002402142,0.0001726022,0.0003084891,0.0008416097,0.0006816362],"domain_scores_gemma":[0.9878932,0.003144613,0.001333968,0.000496342,0.002012798,0.00511916],"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":[0.00009037676,0.0002002356,0.01718993,0.0004168423,0.00003499119,0.002985004,0.0770084,0.00004922779,0.0008944876,0.01584871,0.7468756,0.1384062],"study_design_scores_gemma":[0.00001221218,0.0001683009,0.006554021,0.0009909067,0.00002498453,0.006788368,0.1698716,0.00006009497,0.0005244244,0.01013205,0.8048003,0.00007265953],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.02604564,0.01559527,0.00176443,0.847612,0.01337206,0.00004359605,0.0001308709,0.0003320978,0.09510406],"genre_scores_gemma":[0.3100189,0.0287861,0.006126945,0.3879892,0.007209324,0.0001631671,0.0002010029,0.0007131741,0.2587923],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02942337,"threshold_uncertainty_score":0.09843093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01793099901137534,"score_gpt":0.2517410255587191,"score_spread":0.2338100265473438,"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."}}