{"id":"W4234027647","doi":"10.1190/tle32020224.1","title":"Student Zone","year":2013,"lang":"en","type":"article","venue":"The Leading Edge","topic":"International Science and Diplomacy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Graduate students; Political science; Sociology; Humanities; Art; Pedagogy; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005162703,0.0004314472,0.0003894225,0.0008881544,0.004137142,0.003658923,0.0009457226,0.00101861,0.2278303],"category_scores_gemma":[0.001026751,0.0001690804,0.0003059209,0.0009910242,0.0005982082,0.001331059,0.006267532,0.001171088,0.09853601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001751509,"about_ca_system_score_gemma":0.004483351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004470311,"about_ca_topic_score_gemma":0.006831226,"domain_scores_codex":[0.9994874,0.00006763642,0.00002261405,0.00008557918,0.00009825118,0.0002384267],"domain_scores_gemma":[0.9992055,0.00004249414,0.00003845313,0.00002902218,0.0001508672,0.0005336319],"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":[0.000566784,0.0002168769,0.01650684,0.0006297868,0.00001406844,0.0006115998,0.01359912,0.0002097395,0.002046396,0.1312115,0.6369296,0.1974578],"study_design_scores_gemma":[0.000007501434,0.00004717279,0.004412258,0.00009807325,0.00000208348,0.0001013151,0.002540057,0.00003382234,0.0002269842,0.001256484,0.991268,0.000006158888],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05908621,0.005472611,0.001277431,0.01004811,0.003395679,0.0002954648,0.006642552,0.0009068241,0.9128752],"genre_scores_gemma":[0.1277453,0.001955062,0.0004149452,0.002204862,0.0006059412,0.0002481473,0.002228724,0.0002569595,0.8643401],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2278303,"threshold_uncertainty_score":0.7621682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03502584758560191,"score_gpt":0.3820000395087449,"score_spread":0.346974191923143,"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."}}