{"id":"W4312713146","doi":"10.1162/dint_x_00187","title":"About The Author","year":2022,"lang":"en","type":"article","venue":"Data Intelligence","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001380229,0.0007789258,0.0008596235,0.001471905,0.002790189,0.005939523,0.001694879,0.002756848,0.5334479],"category_scores_gemma":[0.01838337,0.0002739154,0.0004534718,0.001456432,0.0008586895,0.004818907,0.002470889,0.003749686,0.3738969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00213298,"about_ca_system_score_gemma":0.004436485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002522799,"about_ca_topic_score_gemma":0.003191383,"domain_scores_codex":[0.9979679,0.0003415275,0.0001485009,0.0004944712,0.000782428,0.0002652045],"domain_scores_gemma":[0.9922402,0.001101624,0.0003652853,0.000662415,0.003972029,0.001658473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001601691,0.00001020076,0.0001953272,0.0001223865,0.00000319166,0.0001331655,0.0002853391,0.00001810789,0.00005911915,0.002936978,0.9607059,0.03551424],"study_design_scores_gemma":[0.000002014761,0.000004090319,0.0001080522,0.0001477021,0.000002214551,0.0002002788,0.0002538003,0.00001636745,0.0000481197,0.0006086405,0.9986042,0.000004488114],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002098059,0.01810216,0.002478784,0.1493497,0.1481432,0.0002101083,0.006232979,0.002108135,0.671277],"genre_scores_gemma":[0.01472762,0.009135627,0.001152106,0.05135629,0.01014394,0.0002137637,0.002323696,0.0009934804,0.9099535],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4665521,"threshold_uncertainty_score":0.6654799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1516575294259257,"score_gpt":0.4242079873297074,"score_spread":0.2725504579037817,"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."}}