{"id":"W1965935538","doi":"10.1021/ed8000107","title":"Constructing the Components of a Lab Report Using Peer Review","year":2009,"lang":"en","type":"article","venue":"Journal of Chemical Education","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Island University; University of Victoria","funders":"","keywords":"Protocol (science); Workload; Class (philosophy); Style (visual arts); Computer science; Process (computing); Mathematics education; Peer evaluation; Quality (philosophy); Multimedia; Psychology; Higher education; Programming language; Medicine; Artificial intelligence; Operating system; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.001394807,0.00003607974,0.0001408869,0.00002774718,0.00005476555,0.00002020221,0.0001528785,0.00002717334,0.00005962737],"category_scores_gemma":[0.001030264,0.00002493331,0.00007596314,0.0001951697,0.0000740708,0.0001242418,0.00000784756,0.0001147249,6.099262e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001003645,"about_ca_system_score_gemma":0.0003631706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003747507,"about_ca_topic_score_gemma":5.580005e-7,"domain_scores_codex":[0.9988471,0.00005709612,0.0003734505,0.00004031886,0.000610184,0.00007183925],"domain_scores_gemma":[0.9984568,0.00006490889,0.0006539368,0.00006012281,0.0007231616,0.00004112089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001185278,0.00239181,0.1879943,0.0004755943,0.0002933177,0.00002660252,0.03714575,0.000002675477,0.3220714,0.02387021,0.2127528,0.2128571],"study_design_scores_gemma":[0.002851319,0.0003867464,0.1292316,0.02341264,0.002811648,0.003349358,0.1578617,0.0001384168,0.07321937,0.04506587,0.5600227,0.001648654],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9622554,0.001572345,0.0000186812,0.02331271,0.0004965288,0.00009171708,2.174911e-7,0.00000248011,0.01224997],"genre_scores_gemma":[0.9969072,0.0001787455,0.001786753,0.0003807238,0.0004958629,2.570252e-7,0.000002068833,0.000001662309,0.0002466882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3472699,"threshold_uncertainty_score":0.1233397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07177206871327357,"score_gpt":0.4416849517392963,"score_spread":0.3699128830260228,"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."}}