{"id":"W4248832489","doi":"10.1119/1.2823986","title":"Authors' Response","year":2007,"lang":"en","type":"article","venue":"The Physics Teacher","topic":"Animal testing and alternatives","field":"Veterinary","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Mathematics education; Physics education; Physics; Mathematics","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":[0.001327251,0.00008503493,0.00006789871,0.00001109133,0.0001197667,0.00001680725,0.0001918051,0.00002313963,0.00007745928],"category_scores_gemma":[0.00008012338,0.00005550247,0.00004897045,0.00008929416,0.00007839091,0.00004819454,0.00006382651,0.0002192206,0.0004503823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002060761,"about_ca_system_score_gemma":0.000008907589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004321781,"about_ca_topic_score_gemma":6.153735e-7,"domain_scores_codex":[0.9993106,0.0001672335,0.00009293504,0.0001210651,0.0001171606,0.0001910251],"domain_scores_gemma":[0.9993434,0.000314967,0.00004674278,0.0002392932,0.00001915468,0.00003647286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00924326,0.0007065883,0.009480389,0.00001831297,0.0001794078,0.0002698609,0.03182789,0.00002037474,0.8358053,0.02747115,0.008028644,0.07694881],"study_design_scores_gemma":[0.001956652,0.004059053,0.6773313,0.0002032922,0.0001658494,0.0003617342,0.008637077,0.002900447,0.06159525,0.1467625,0.09419186,0.001834958],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9640608,0.00002929638,0.006948164,0.0002424525,0.00008094975,0.00007459642,0.000001511575,0.0001199078,0.02844233],"genre_scores_gemma":[0.9885237,2.957672e-7,0.0004868309,0.00008656344,0.0005235362,0.000004610044,7.402766e-7,0.00002005589,0.01035363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.77421,"threshold_uncertainty_score":0.5788903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2349518264427261,"score_gpt":0.4413561816293702,"score_spread":0.2064043551866441,"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."}}