{"id":"W2864628138","doi":"10.36510/learnland.v11i2.948","title":"A Rediscovery of Voice: The Story of Self Through a Qualitative Lens","year":2018,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Qualitative Research Methods and Ethics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Set (abstract data type); Qualitative research; Point (geometry); Communication; Aesthetics; Linguistics; Sociology; Visual arts; Art; Computer science; Philosophy; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.014476,0.00007481504,0.0002072153,0.00004398684,0.0007264442,0.00002141487,0.000252731,0.00009149923,0.0001053786],"category_scores_gemma":[0.008803328,0.00004911248,0.00008799126,0.0003624652,0.001566316,0.0002114328,0.00005664921,0.0005567265,0.00001904349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002646349,"about_ca_system_score_gemma":0.0003013482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001190283,"about_ca_topic_score_gemma":0.0007066209,"domain_scores_codex":[0.9881949,0.01057439,0.0002029975,0.0001470517,0.0006223616,0.0002582973],"domain_scores_gemma":[0.9909901,0.008172034,0.0002268341,0.0001351266,0.0004414874,0.00003439322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003906086,0.00003265975,0.0008345781,0.00004872067,0.00006120987,3.955443e-7,0.9098606,0.000008268431,0.0005002535,0.08650471,0.0009729204,0.001136597],"study_design_scores_gemma":[0.0002509965,0.0004821139,0.001289364,0.0001060361,0.00002341988,2.600842e-7,0.6887746,0.00006916698,0.0007875906,0.02089986,0.2871992,0.0001173491],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8076992,0.001029758,0.005544893,0.0134885,0.0002746884,0.0003327283,0.00001711714,0.00009342315,0.1715197],"genre_scores_gemma":[0.9922313,0.0004473998,0.005496976,0.00006216804,0.0002837841,0.000007224386,0.000001493148,0.000009374586,0.001460266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2862263,"threshold_uncertainty_score":0.9995459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1391241387094383,"score_gpt":0.5015638693049882,"score_spread":0.3624397305955498,"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."}}