{"id":"W3128647593","doi":"10.29173/iasl7602","title":"Give 'em LIP","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Isolation (microbiology); Work (physics); Information and Communications Technology; School teachers; Medical education; Pedagogy; Psychology; Medicine; Political science; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001137871,0.00059593,0.0004968982,0.0006940878,0.004362956,0.004680243,0.001157444,0.001947291,0.6956151],"category_scores_gemma":[0.004972384,0.0003697246,0.0006139121,0.0003747765,0.0007468594,0.003616902,0.006565108,0.004098867,0.4064889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001237504,"about_ca_system_score_gemma":0.001364976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003796116,"about_ca_topic_score_gemma":0.01070192,"domain_scores_codex":[0.9989869,0.0001812307,0.00002960003,0.0001168876,0.0003895122,0.0002957876],"domain_scores_gemma":[0.9982752,0.0001136804,0.00004636879,0.0001947008,0.0005141142,0.0008559338],"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":[0.00004870265,0.00008073731,0.0004938928,0.00006649052,0.000004068725,0.0001724039,0.0008643913,0.00001807282,0.00026686,0.006019438,0.9104271,0.08153787],"study_design_scores_gemma":[0.000004259301,0.0000215504,0.0003817711,0.00003096535,0.000001525133,0.0001141253,0.0006123935,0.00001481224,0.0000923333,0.0003878503,0.9983327,0.000005731888],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002902543,0.0006313972,0.001654091,0.01555693,0.01494053,0.0002359104,0.0009157559,0.001754344,0.9614084],"genre_scores_gemma":[0.004886251,0.0002556327,0.0005382406,0.003673431,0.0004219091,0.00004262292,0.0002215997,0.0002801357,0.9896802],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6956151,"threshold_uncertainty_score":0.4341682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05120893851290146,"score_gpt":0.352774048827424,"score_spread":0.3015651103145225,"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."}}