{"id":"W2746348580","doi":"","title":"Don’t Miss Out on Research Opportunities","year":2017,"lang":"en","type":"article","venue":"Journal of Student Science and Technology","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Enthusiasm; Curiosity; Passion; Psychology; Pedagogy; Constructive; Medical education; Medicine; Social psychology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0029595,0.00007874925,0.0001388402,0.0005026784,0.0007034297,0.0001947941,0.001452187,0.0001394371,0.000006785715],"category_scores_gemma":[0.001262364,0.00005530084,0.00002911214,0.00009867276,0.003871441,0.00001680059,0.0007536837,0.0003156825,0.000006822228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002689767,"about_ca_system_score_gemma":0.000415731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003063836,"about_ca_topic_score_gemma":0.00001071228,"domain_scores_codex":[0.998097,0.00002038182,0.0002570926,0.0001637767,0.001087527,0.0003742197],"domain_scores_gemma":[0.9981383,0.00001740352,0.0001873367,0.0004357462,0.001036589,0.0001846454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001658215,0.0004786952,0.0576871,0.00005700794,0.0001015881,0.0001616532,0.0005059286,9.810192e-7,0.6083666,0.004509032,0.02068021,0.3072854],"study_design_scores_gemma":[0.00236531,0.01068679,0.08224267,0.0002053619,0.00002477752,0.0002996362,0.01514594,0.00004880029,0.4487066,0.005571882,0.4342621,0.0004401225],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830174,0.0003196847,0.00003080014,0.01124427,0.0002977253,0.00008282762,0.000001906539,0.000002971886,0.005002441],"genre_scores_gemma":[0.9956353,0.003004945,0.0002627297,0.0001272655,0.0001545502,0.000002048568,3.877807e-7,0.000003929786,0.0008088006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4135819,"threshold_uncertainty_score":0.9988394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1400513233322085,"score_gpt":0.4314660333693047,"score_spread":0.2914147100370962,"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."}}