{"id":"W2884521861","doi":"10.15181/andragogy.v8i0.1725","title":"Researching and Transforming Adult Learning and Communities. Book review","year":2018,"lang":"en","type":"article","venue":"Andragogy","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transformative learning; Context (archaeology); Adult education; Sociology; Variety (cybernetics); Section (typography); Library science; Media studies; Political science; Social science; Geography; Regional science; Pedagogy","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":[0.001212289,0.00005527834,0.0001060151,0.00003688271,0.001280546,0.0001017364,0.00008836724,0.00004014169,0.0007236595],"category_scores_gemma":[0.0005901041,0.00005465531,0.00001246609,0.0001102274,0.000533678,0.0004796197,0.00002869438,0.000295018,0.00003590994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001477509,"about_ca_system_score_gemma":0.0001047457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003996642,"about_ca_topic_score_gemma":0.001651871,"domain_scores_codex":[0.9987581,0.0006629382,0.0001106713,0.00009845917,0.0001654356,0.0002044345],"domain_scores_gemma":[0.9991255,0.0005239658,0.00005714225,0.00007095494,0.0001261183,0.00009628835],"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":[0.00002840355,0.00004052549,0.0457793,0.0006121686,0.00004184592,0.000004676006,0.7057925,2.486414e-7,0.0001057154,0.0203714,0.02147017,0.2057531],"study_design_scores_gemma":[0.00008184686,0.00005804557,0.000551798,0.0003578723,0.00001162143,0.000004862028,0.01739777,0.000007105054,0.00001111033,0.0000660791,0.981383,0.00006887749],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4599039,0.1684382,0.0001479009,0.08682097,0.0003335678,0.0005567867,0.000001343981,0.0001947949,0.2836025],"genre_scores_gemma":[0.8174948,0.1626179,0.0002574463,0.005140232,0.0003066559,0.00001376828,0.000002874669,0.00001278342,0.0141535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9599128,"threshold_uncertainty_score":0.9849057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04148727033744545,"score_gpt":0.4345626397351262,"score_spread":0.3930753693976807,"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."}}