{"id":"W2121982889","doi":"10.12968/eyed.2014.15.10.22","title":"Becoming a researcher","year":2014,"lang":"en","type":"article","venue":"Early Years Educator","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Engineering ethics; Sociology; Psychology; Engineering","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":[0.08860761,0.001239086,0.002068246,0.002098648,0.01404909,0.03400269,0.004026968,0.02093837,0.02116557],"category_scores_gemma":[0.2210996,0.001353852,0.001801635,0.001375179,0.02584231,0.02908818,0.01823978,0.04726915,0.02653447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006297068,"about_ca_system_score_gemma":0.04452709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002125624,"about_ca_topic_score_gemma":0.004600027,"domain_scores_codex":[0.8571014,0.0840307,0.005749385,0.01224024,0.03331283,0.007565483],"domain_scores_gemma":[0.6735557,0.08701048,0.0124771,0.01872672,0.06219382,0.1460363],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007068599,0.0001238581,0.0009595415,0.0005641755,0.00003721609,0.0005349916,0.02384938,0.00006865596,0.0009940522,0.05071206,0.8900508,0.03203452],"study_design_scores_gemma":[0.00001578225,0.00007302553,0.0001584236,0.0006383079,0.000007394212,0.0006824866,0.01242948,0.00005492756,0.0001618737,0.01273072,0.9730126,0.00003502113],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001344973,0.01464081,0.005373681,0.8918438,0.06456859,0.0001073483,0.0000465729,0.0002351403,0.02183905],"genre_scores_gemma":[0.02346352,0.01509817,0.009316581,0.8271279,0.02091448,0.0005041075,0.0001160906,0.0005131467,0.102946],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9113924,"threshold_uncertainty_score":0.4686074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2060118674008511,"score_gpt":0.5299284348755448,"score_spread":0.3239165674746937,"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."}}