{"id":"W1967818220","doi":"10.4245/sponge.v4i1.11947","title":"Material Culture and the Dobsonian Telescope","year":2010,"lang":"en","type":"article","venue":"Spontaneous Generations A Journal for the History and Philosophy of Science","topic":"History and Developments in Astronomy","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Amateur; Telescope; Materiality (auditing); Gesture; Art; Astronomy; Physics; History; Computer science; Aesthetics; Archaeology; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00385715,0.0002942033,0.0002278475,0.001037422,0.01154364,0.008654313,0.0006897851,0.00190907,0.00395107],"category_scores_gemma":[0.004880788,0.0002318132,0.0001783,0.0009567829,0.04028454,0.005560496,0.005633865,0.00241629,0.0005343452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01038966,"about_ca_system_score_gemma":0.003358447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0117247,"about_ca_topic_score_gemma":0.01224077,"domain_scores_codex":[0.9956469,0.002508752,0.0001591122,0.0004205616,0.000774326,0.0004903049],"domain_scores_gemma":[0.9975722,0.001183069,0.0003502761,0.0002585618,0.0003358907,0.0002999206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001885012,0.000009644536,0.0005486782,0.00002727832,0.000002232407,0.0001133958,0.06734218,0.00005227478,0.0002926789,0.9235858,0.001206177,0.00680068],"study_design_scores_gemma":[0.00002132236,0.00008450604,0.003993664,0.0003174971,0.000009345624,0.0004293665,0.0846686,0.0002657867,0.001007346,0.2062657,0.7028947,0.000042178],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.234625,0.006590839,0.004918916,0.01852608,0.0004237556,0.00002329394,0.00003255267,0.00003647569,0.7348232],"genre_scores_gemma":[0.9830957,0.0009609286,0.0005157743,0.0007372689,0.00005624945,0.00001178787,0.00000750873,0.00002171188,0.01459311],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9884564,"threshold_uncertainty_score":0.07538259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01046282563226247,"score_gpt":0.2240312440514983,"score_spread":0.2135684184192359,"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."}}