{"id":"W2908499150","doi":"10.33137/incite.1.29501","title":"This Does Not Add Up","year":2018,"lang":"en","type":"article","venue":"in cite journal","topic":"Media, Communication, and Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Feeling; Active listening; Learned helplessness; Psychology; Isolation (microbiology); Test (biology); Cog; Cognitive psychology; Linguistics; Computer science; Communication; Social psychology; Artificial intelligence; Philosophy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001486434,0.00003569055,0.00005580428,0.00008506681,0.0005200097,0.0001072348,0.0003124379,0.00005129656,0.004255347],"category_scores_gemma":[0.0005038739,0.00002701888,0.00002480892,0.0001736394,0.0001700541,0.0002469985,0.00001535728,0.0001884675,0.0002207191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001010597,"about_ca_system_score_gemma":0.0002838972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009225318,"about_ca_topic_score_gemma":0.00617317,"domain_scores_codex":[0.9991645,0.0002183298,0.0001614771,0.00005569395,0.0002351276,0.0001649302],"domain_scores_gemma":[0.9993894,0.0001385823,0.00008937066,0.0001347039,0.0001510424,0.00009686529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003110039,0.0001061537,0.1063058,0.000005340883,0.00001411935,0.000002186741,0.6422332,6.183759e-7,0.0005671186,0.006923767,0.145977,0.09783358],"study_design_scores_gemma":[0.000282573,0.00003785867,0.0405794,0.00007423783,0.000007404337,0.000008053197,0.01825944,0.00002991481,0.0005284255,0.01733177,0.9227239,0.0001370249],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8175123,0.000186863,0.00009132291,0.01401087,0.006342926,0.00007123796,0.000001229094,0.00002169675,0.1617615],"genre_scores_gemma":[0.9823687,0.0009948091,0.0006726603,0.0004834156,0.003043193,0.000002171694,6.729775e-7,0.000003573444,0.01243079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7767469,"threshold_uncertainty_score":0.9966549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06695885131609582,"score_gpt":0.3992997991681663,"score_spread":0.3323409478520705,"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."}}