{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001009419,0.0000720143,0.00007074478,0.00005976582,0.0008306889,0.0004879865,0.00003526339,0.0000182715,0.0001953899],"category_scores_gemma":[0.00007518186,0.00005325697,0.00001326356,0.00001014734,0.0000585779,0.00059464,0.000008275279,0.0005362869,0.00002580095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000107184,"about_ca_system_score_gemma":0.0000111089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004102692,"about_ca_topic_score_gemma":0.0001402771,"domain_scores_codex":[0.9994657,0.00007281677,0.00008924825,0.0001157591,0.00008775722,0.0001687011],"domain_scores_gemma":[0.9996814,0.0001377918,0.00004383627,0.00006009005,0.00002205038,0.00005485013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000111799,0.00001622517,0.002698829,0.00001451425,0.000007409828,0.000002166679,0.8569649,0.000004690736,0.000004442516,0.004546812,0.0002554847,0.1354733],"study_design_scores_gemma":[0.0001391933,0.00008451003,0.002154655,0.00009568679,0.00001217068,0.000006983182,0.53937,0.0000558671,0.000006781371,0.0001203771,0.4578474,0.0001064469],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.976187,0.0004486658,0.0001576343,0.0003183104,0.0006814245,0.00003280989,1.27265e-7,0.00009361988,0.02208042],"genre_scores_gemma":[0.9749827,0.00001422526,0.0002522722,0.0002588464,0.001378167,0.000001462763,0.00001103151,0.00001151911,0.02308971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4575919,"threshold_uncertainty_score":0.6389071,"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."}}