{"id":"W2533804717","doi":"10.1119/1.4965264","title":"Reversing the AAPT Photo Contest: A Physics Teacher Education Activity","year":2016,"lang":"en","type":"article","venue":"The Physics Teacher","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"CONTEST; Physics education; Context (archaeology); Mathematics education; Science education; Physics; Psychology","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":[0.001529141,0.0004035075,0.0003026466,0.0004213291,0.006190367,0.00253459,0.000917192,0.001678004,0.03210008],"category_scores_gemma":[0.003306612,0.0003207463,0.0005358696,0.0002866463,0.001659363,0.002522554,0.005010534,0.00438277,0.006440152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001007449,"about_ca_system_score_gemma":0.00183066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001094852,"about_ca_topic_score_gemma":0.004988874,"domain_scores_codex":[0.9990102,0.0003523834,0.00002620408,0.0001591411,0.000232068,0.000219897],"domain_scores_gemma":[0.9981462,0.0003617316,0.0000970856,0.0001844924,0.0001495502,0.001060923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006915717,0.005517836,0.007687183,0.0008909342,0.00003611309,0.005175987,0.08394714,0.0014118,0.05228821,0.04614631,0.3912305,0.4049763],"study_design_scores_gemma":[0.0001024893,0.001088491,0.009338563,0.0001527118,0.00001408422,0.002079547,0.02272936,0.001106904,0.009409159,0.007457756,0.9464386,0.00008235521],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.4558853,0.0005937472,0.04904707,0.02405228,0.008234623,0.001886034,0.0004328147,0.002937991,0.4569302],"genre_scores_gemma":[0.6876668,0.0006443682,0.04859256,0.003174319,0.00113735,0.0006449095,0.0004739843,0.000740292,0.2569255],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.03210008,"threshold_uncertainty_score":0.1073855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09247485836271495,"score_gpt":0.3915900638991172,"score_spread":0.2991152055364022,"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."}}