{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002810531,0.00003076829,0.00004480322,0.00002001002,0.000328142,0.00003432313,0.00009299086,0.00003127934,0.0002334191],"category_scores_gemma":[0.00009636745,0.00002734774,0.00001675102,0.0002252584,0.00001539963,0.00007138663,0.000009839535,0.0000570274,0.00006767987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006273224,"about_ca_system_score_gemma":0.0001364939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001022893,"about_ca_topic_score_gemma":0.0002721144,"domain_scores_codex":[0.9995463,0.00008595425,0.00004132417,0.00008382227,0.0001344088,0.0001082273],"domain_scores_gemma":[0.9998142,0.00001350614,0.00001492441,0.00006661104,0.00002203261,0.00006879155],"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":[0.00002194798,0.00007800021,0.0003168655,0.000001208038,0.000004375113,0.000001411435,0.1082197,0.00001002439,0.002541407,0.3909408,0.1250807,0.3727836],"study_design_scores_gemma":[0.0004030883,0.00007736633,0.007382161,0.000008567084,0.000005743501,3.469517e-7,0.008679185,0.0001397622,0.0001679074,0.02404059,0.9589157,0.0001795986],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04348179,0.0000510366,0.003937438,0.003967714,0.00009236723,0.00008198053,3.636011e-7,0.0001123779,0.9482749],"genre_scores_gemma":[0.9742302,0.000008417665,0.003721833,0.0003665451,0.0002832755,4.638415e-7,0.000001651113,0.00000159343,0.02138602],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9307484,"threshold_uncertainty_score":0.2555776,"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."}}