{"id":"W1533379679","doi":"","title":"What Counts as Research","year":2012,"lang":"en","type":"article","venue":"PLA Inside Out: An International Journal on Theory, Research and Practice in Prior Learning Assessment","topic":"Qualitative Research Methods and Ethics","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1696315,0.0001068762,0.0001471393,0.0007641132,0.001367518,0.002172821,0.0005787639,0.0001482656,0.001201911],"category_scores_gemma":[0.07834298,0.00009356708,0.00003933866,0.0003299761,0.0009391981,0.003537283,0.0001832083,0.005330104,0.0004219183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007603326,"about_ca_system_score_gemma":0.001237566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004257539,"about_ca_topic_score_gemma":0.00009165118,"domain_scores_codex":[0.9561763,0.03788263,0.0003162024,0.0002609109,0.004474938,0.0008890117],"domain_scores_gemma":[0.954978,0.04191678,0.0001467656,0.0001490405,0.002227231,0.0005821647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000723206,0.0004715576,0.002205912,0.000007382491,0.00007966633,0.000157142,0.05044653,0.00001180673,0.0001452427,0.7927271,0.0006152432,0.1524092],"study_design_scores_gemma":[0.0003502418,0.0006555793,0.003293177,0.0002068419,0.000003240457,0.00005509699,0.1604765,0.00003358932,0.00002319257,0.1426847,0.6920965,0.0001214377],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1698058,0.002000815,0.000612372,0.06777285,0.003470796,0.0005401605,0.000004263385,0.00004085676,0.7557521],"genre_scores_gemma":[0.9449232,0.03558119,0.00433635,0.0005720694,0.001821912,0.00003411225,0.000005037622,0.00003116487,0.01269501],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7751174,"threshold_uncertainty_score":0.9999326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4784535448744562,"score_gpt":0.6965054968864844,"score_spread":0.2180519520120282,"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."}}