{"id":"W608951077","doi":"","title":"Lend me your eyes, I can change what you see...","year":2011,"lang":"en","type":"article","venue":"Illinois Digital Environment for Access to Learning and Scholarship (University of Illinois at Urbana-Champaign)","topic":"Interdisciplinary Cultural and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0005434584,0.0003300617,0.0004751667,0.0001450107,0.002730524,0.0003823708,0.0006206508,0.0002484918,0.0005017658],"category_scores_gemma":[0.00009620359,0.0003487601,0.0002883845,0.0001995145,0.0006532152,0.003423864,0.0007656668,0.0003230611,0.00007583802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003619231,"about_ca_system_score_gemma":0.00002840682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001618976,"about_ca_topic_score_gemma":0.001993395,"domain_scores_codex":[0.9977519,0.0001419957,0.0002581923,0.0006449044,0.0005430903,0.0006599278],"domain_scores_gemma":[0.9988943,0.0001006997,0.0002667776,0.0001849819,0.0001093295,0.0004438522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009137223,0.0005788942,0.3348801,0.0001710472,0.0005136382,0.00007477727,0.5413784,0.0001209496,0.0004765211,0.002198645,0.0008279686,0.1178653],"study_design_scores_gemma":[0.001673825,0.001311133,0.1956809,0.0003139265,0.0002598733,0.000005273237,0.2382139,0.00004925634,0.0003363205,0.002240264,0.5581558,0.001759476],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895749,0.001490492,0.0003042108,0.002407271,0.000219582,0.0008245727,0.0001278276,0.000103711,0.004947442],"genre_scores_gemma":[0.9800841,0.002697756,0.0002790545,0.0001341004,0.0001698984,0.00001081824,0.00006332262,0.00002924047,0.01653177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5573279,"threshold_uncertainty_score":0.9998965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09280527061748121,"score_gpt":0.279834792808447,"score_spread":0.1870295221909658,"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."}}