{"id":"W3142401568","doi":"10.29173/iasl7805","title":"\"Learning to be a Learner\"","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lifelong learning; Theme (computing); Metacognition; Psychology; Pedagogy; Social skills; Interpersonal communication; Mathematics education; Cognition; Computer science; Social psychology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005020106,0.000104726,0.0001308942,0.00009739061,0.0006457357,0.0009093792,0.0003601952,0.00007763995,0.00161258],"category_scores_gemma":[0.001131965,0.0001028251,0.00004829278,0.0009140163,0.0001303709,0.009008322,0.0001375097,0.0002143398,0.0004687341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003185824,"about_ca_system_score_gemma":0.0005235568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000118021,"about_ca_topic_score_gemma":0.00001201038,"domain_scores_codex":[0.9985386,0.0000275062,0.0002182296,0.0002628276,0.0005260617,0.0004267545],"domain_scores_gemma":[0.998446,0.0000385462,0.00007647466,0.00005894347,0.001059972,0.0003199948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007094538,0.00001712641,0.004828535,0.00001002372,0.000003783373,0.000002975962,0.8988389,0.00000279664,0.0001410022,0.07119076,0.01305327,0.01190368],"study_design_scores_gemma":[0.00005927996,0.00005035967,0.001190055,0.00001971706,0.000001805274,0.000002271677,0.3816007,0.00006997861,0.0004134127,0.0007261218,0.6157417,0.0001246],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7965713,0.00001633562,0.00007295066,0.03607927,0.0001790135,0.0001237094,0.000005521068,0.0001928993,0.166759],"genre_scores_gemma":[0.9452604,0.00003453829,0.0008981441,0.01097412,0.0002008088,0.00001495468,0.000006843158,0.000005892494,0.04260429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6026884,"threshold_uncertainty_score":0.9993001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03184602391467752,"score_gpt":0.300409570399754,"score_spread":0.2685635464850765,"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."}}