{"id":"W2984199050","doi":"10.1075/ml.00002.gal","title":"No lab, no problem","year":2019,"lang":"en","type":"article","venue":"The Mental Lexicon","topic":"Digital Communication and Language","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Computer science; Focus (optics); Data 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001517905,0.00006094536,0.0000552039,0.00001457394,0.00005522161,0.0001427334,0.001072054,0.00001489017,0.0002697112],"category_scores_gemma":[0.000003989327,0.00003929524,0.00003169787,0.00008507,0.00002478696,0.0003031269,0.0004362175,0.00007445656,0.01302617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002274562,"about_ca_system_score_gemma":0.0000148235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002266883,"about_ca_topic_score_gemma":0.000003492892,"domain_scores_codex":[0.9995087,0.00003961464,0.00008399268,0.0001158259,0.0001334601,0.0001184484],"domain_scores_gemma":[0.999177,0.00002750481,0.00003552851,0.0007112692,0.00001970642,0.00002894784],"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":[0.00002284203,0.0001965217,0.0004076388,0.00002387537,0.0000249457,0.000002431192,0.002406641,0.00000604621,0.02159968,0.9338152,0.01085936,0.03063481],"study_design_scores_gemma":[0.0004609356,0.0001752091,0.0005800769,0.00002950675,0.000001717345,0.00001129627,0.00008604927,0.00343454,0.004786814,0.002735936,0.9875137,0.000184215],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02877855,0.00007327357,0.000145333,0.001332141,0.0001796948,0.0002163391,0.000001952254,0.0001120116,0.9691607],"genre_scores_gemma":[0.9363447,0.000005620443,0.002044516,0.001990713,0.0000172532,0.000007941863,0.000006079175,0.000005388287,0.05957783],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9766544,"threshold_uncertainty_score":0.9877423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0111241872119412,"score_gpt":0.2375831794264094,"score_spread":0.2264589922144682,"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."}}