{"id":"W2156614008","doi":"","title":"Behind the Lens","year":2006,"lang":"en","type":"article","venue":"Canadian women's studies","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Lens (geology); Optometry; Optics; Physics; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005374752,0.00005566162,0.00006660442,0.00004797443,0.001480753,0.00006965275,0.0001525675,0.00002830528,0.0003119977],"category_scores_gemma":[0.0003315076,0.00004168603,0.000019567,0.0001296223,0.0004022796,0.0001687181,0.000007166428,0.00008369971,0.0001479228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004236239,"about_ca_system_score_gemma":0.0007255899,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06225755,"about_ca_topic_score_gemma":0.8016702,"domain_scores_codex":[0.9991933,0.0001096864,0.00007199003,0.00009726094,0.0001511906,0.0003766065],"domain_scores_gemma":[0.9992326,0.0004584312,0.00003502888,0.0000847897,0.0000873274,0.0001017575],"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":[0.000002230459,0.0000149978,0.009864012,0.000007768038,0.00008480069,0.000005817236,0.3198327,0.000005041664,0.000002590873,0.6099625,0.05974362,0.0004739584],"study_design_scores_gemma":[0.00001859921,0.000004298618,0.00221905,0.000002161431,0.000004923906,1.814966e-7,0.3805276,4.705943e-8,8.999943e-7,0.01625545,0.6009196,0.00004715668],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5308359,0.001742015,1.204709e-7,0.1042143,0.0007285455,0.0001193129,0.000009892215,0.00002147191,0.3623284],"genre_scores_gemma":[0.973305,0.00009359559,0.00001294025,0.003475327,0.0008833184,0.0000391087,0.000001486985,0.00000422454,0.02218503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7394126,"threshold_uncertainty_score":0.9998192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07492381241801123,"score_gpt":0.3389423637286015,"score_spread":0.2640185513105903,"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."}}