{"id":"W4387832955","doi":"10.21065/22226184.6.1","title":"THE PROFESSIONAL COMPETENCY AND VALUE OF FEMALE TEACHERS IN PAKISTAN.","year":2016,"lang":"en","type":"article","venue":"","topic":"Education, Leadership, and Health Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Value (mathematics); Psychology; Medical education; Mathematics education; Pedagogy; Medicine; Statistics; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009992388,0.000125787,0.0001588515,0.0007832141,0.001982656,0.001039587,0.0005000329,0.0003196701,0.005167452],"category_scores_gemma":[0.004863598,0.0001320043,0.00008875786,0.0008198137,0.0009648473,0.0006885513,0.0008195919,0.0004251879,0.0007726317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003642937,"about_ca_system_score_gemma":0.008805693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1795536,"about_ca_topic_score_gemma":0.2475839,"domain_scores_codex":[0.9992806,0.0001123791,0.00003697423,0.00004972627,0.0002983374,0.0002220513],"domain_scores_gemma":[0.9963666,0.0007308113,0.0004976082,0.00006885758,0.001004098,0.001331983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001730717,0.0002532457,0.7286351,0.0002996062,0.00001031257,0.001110184,0.07231709,0.0001478326,0.0008723235,0.002311874,0.02594946,0.1679199],"study_design_scores_gemma":[0.00001017562,0.0001971554,0.9016005,0.0002172191,0.000007935569,0.0005129607,0.07394392,0.0001237519,0.0003626806,0.0003682237,0.02263749,0.00001803115],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772418,0.001224214,0.00005923393,0.003305813,0.0001050854,0.00002338411,0.0005982193,0.00000830363,0.01743388],"genre_scores_gemma":[0.9950302,0.000373901,0.000065074,0.00008628711,0.000007295867,0.000006438193,0.00008876046,0.000001787794,0.004340181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1795536,"threshold_uncertainty_score":0.3570169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1126165295957795,"score_gpt":0.4944750804893822,"score_spread":0.3818585508936027,"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."}}