{"id":"W4240679417","doi":"10.12968/sece.2009.3.1474","title":"A new approach","year":2009,"lang":"en","type":"article","venue":"SecEd","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"ASTER","funders":"","keywords":"Computer 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":[0.006465143,0.0007166527,0.0006063979,0.002189051,0.01064594,0.0149767,0.002379194,0.006733046,0.0313882],"category_scores_gemma":[0.007556872,0.000378048,0.0008287047,0.001019505,0.02358247,0.0164551,0.01417423,0.0135342,0.007445585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007753695,"about_ca_system_score_gemma":0.01303979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006362299,"about_ca_topic_score_gemma":0.01242978,"domain_scores_codex":[0.9924883,0.003317002,0.0002257489,0.001146234,0.00191712,0.0009056252],"domain_scores_gemma":[0.9943537,0.001314228,0.0001707123,0.0007585314,0.001314559,0.002088377],"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":[0.00002274544,0.0001112077,0.0003484734,0.00008324903,0.000008278567,0.0002448464,0.01060156,0.00005573262,0.000265533,0.8586037,0.07536378,0.05429089],"study_design_scores_gemma":[0.0000193324,0.00003386705,0.0001886583,0.0001831994,0.000007147635,0.0004973541,0.008852533,0.0001601442,0.0001206778,0.2228466,0.7670719,0.00001869418],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007301219,0.006765722,0.05087931,0.339663,0.02681717,0.0001571812,0.00007453065,0.0003206176,0.5680212],"genre_scores_gemma":[0.2237326,0.007706285,0.04999572,0.1180365,0.007409825,0.0007429535,0.000130925,0.0006083915,0.5916368],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0313882,"threshold_uncertainty_score":0.105004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02663277798238017,"score_gpt":0.3352929152732113,"score_spread":0.3086601372908311,"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."}}