{"id":"W2911134348","doi":"10.36510/learnland.v1i1.880","title":"In Search of Our Students’ Voices: The Student Focus Day Story","year":2018,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conversation; Context (archaeology); Student engagement; Focus (optics); Pedagogy; Process (computing); Psychology; Public relations; Political science; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.008137203,0.001394873,0.001139903,0.001218538,0.03045575,0.01577803,0.003465847,0.01286143,0.006297745],"category_scores_gemma":[0.01727423,0.0008467113,0.001317599,0.0008724781,0.02336441,0.01405056,0.02119596,0.02706811,0.002251463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00495647,"about_ca_system_score_gemma":0.002789254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006498242,"about_ca_topic_score_gemma":0.01185597,"domain_scores_codex":[0.9826064,0.01273832,0.0001855748,0.0008217083,0.00167558,0.001972392],"domain_scores_gemma":[0.9871081,0.004787408,0.0004976676,0.0005903356,0.0009712478,0.006045273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001259621,0.0001834586,0.001294468,0.000084837,0.00002056873,0.00217459,0.9025232,0.0001274476,0.0007115357,0.02785509,0.05647347,0.008425451],"study_design_scores_gemma":[0.00002839172,0.0001396213,0.0007101583,0.0001510605,0.00001076933,0.001315035,0.6104115,0.0002750604,0.000734136,0.007538976,0.3786137,0.00007156932],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3824535,0.004684874,0.01683708,0.3757511,0.01310952,0.0003341417,0.0005268463,0.0007316064,0.2055714],"genre_scores_gemma":[0.9176895,0.001323987,0.003178964,0.03068311,0.002316931,0.0002807548,0.0001418435,0.0005363895,0.04384839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03045575,"threshold_uncertainty_score":0.04303414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03793542673063517,"score_gpt":0.3930359070293847,"score_spread":0.3551004802987496,"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."}}