{"id":"W4234820417","doi":"10.37237/120201","title":"Introduction","year":2021,"lang":"en","type":"article","venue":"Studies in Self-Access Learning Journal","topic":"Regional Development and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Political science; History; Computer 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00114012,0.00007842745,0.0001613609,0.0001223626,0.001096726,0.0002180662,0.00018905,0.00004507686,0.0003111091],"category_scores_gemma":[0.001399496,0.00007383624,0.00005039422,0.0005832279,0.0001377982,0.0004579722,0.0001083218,0.0004786126,0.00003611466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002815597,"about_ca_system_score_gemma":0.0003631717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000428075,"about_ca_topic_score_gemma":0.0002335244,"domain_scores_codex":[0.9985111,0.0004791612,0.000221302,0.0001464711,0.0003479756,0.0002939462],"domain_scores_gemma":[0.9993138,0.0001410466,0.0001219897,0.00005015345,0.0003076029,0.00006542885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003674253,0.0001391877,0.5397003,0.00005916838,0.0004271409,0.0004669177,0.235597,0.001035959,0.00006526858,0.02801673,0.162507,0.03194855],"study_design_scores_gemma":[0.0001864203,0.00001153462,0.02549859,0.00004057803,0.000008395383,0.00005160137,0.02328647,0.000003999296,0.00002891603,0.002802938,0.9479664,0.000114137],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.802678,0.008927681,0.00009238974,0.06924976,0.008062354,0.000117257,1.963408e-7,0.0001615797,0.1107108],"genre_scores_gemma":[0.9094656,0.05696307,0.001748226,0.0004110481,0.01217949,0.000009850142,0.000002048305,0.00001749198,0.0192032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7854594,"threshold_uncertainty_score":0.8435237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08972678647157827,"score_gpt":0.448260733146907,"score_spread":0.3585339466753287,"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."}}