{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0755808,0.00177271,0.003790314,0.01057478,0.01204707,0.04584926,0.00311033,0.01239065,0.01634698],"category_scores_gemma":[0.1662052,0.0014099,0.00185701,0.009221879,0.06477817,0.05558494,0.01037398,0.01182588,0.007342715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01004567,"about_ca_system_score_gemma":0.03043024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002555623,"about_ca_topic_score_gemma":0.002888385,"domain_scores_codex":[0.7761654,0.1644413,0.01312566,0.01242427,0.02970204,0.004141392],"domain_scores_gemma":[0.7349486,0.1711481,0.01654323,0.03790086,0.02548069,0.0139786],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008179195,0.0001102155,0.001388214,0.00298178,0.0001144642,0.00009174461,0.01975047,0.0001257503,0.0004036644,0.8403631,0.06150147,0.07308726],"study_design_scores_gemma":[0.000040753,0.00007408905,0.0008204222,0.005105364,0.0001046039,0.0002012565,0.02025355,0.0001850909,0.0005051453,0.5859708,0.3866732,0.00006572757],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.007834052,0.05558635,0.04101562,0.5262966,0.03058306,0.0007112908,0.0007902911,0.0006323869,0.3365503],"genre_scores_gemma":[0.471124,0.04996878,0.09782445,0.2525183,0.03744852,0.005862777,0.001780923,0.002039489,0.08143282],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9244192,"threshold_uncertainty_score":0.3997142,"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."}}